{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "%matplotlib inline"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "import torch\n",
    "from CustomImageDataset import CustomImageDataset\n",
    "from torch.utils.data import Dataset\n",
    "from torch.utils.data import DataLoader\n",
    "from torch import nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets\n",
    "from torchvision.transforms import ToTensor, Lambda\n",
    "import matplotlib.pyplot as plt\n",
    "\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "train_dataset = CustomImageDataset('data/train_label.csv', 'data/train')\n",
    "test_dataset = CustomImageDataset('data/test_label.csv', 'data/test')\n",
    "train_dataloader = DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "test_dataloader = DataLoader(test_dataset, batch_size=32)\n",
    "\n",
    "print(len(train_dataset))\n",
    "print(len(test_dataset))\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "4155\n",
      "555\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "\n",
    "# for batch, (X, y) in enumerate(train_dataloader): \n",
    "#     print(X.float().dtype)\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "train_dataset[0]"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "(tensor([[[0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          ...,\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
       "          [0., 0., 0.,  ..., 0., 0., 0.]]]),\n",
       " 0)"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "class NeuralNetwork(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(NeuralNetwork, self).__init__()\n",
    "        x = 128\n",
    "        y = 64\n",
    "        self.conv1 = nn.Conv2d(1, 8, 5, 1)\n",
    "        x = (x-2)/2\n",
    "        y = (y-2)/2\n",
    "        self.conv2 = nn.Conv2d(8, 16, 3, 1)\n",
    "        x = int((x-2)/2)\n",
    "        y = int((y-2)/2)\n",
    "        \n",
    "        self.conv3 = nn.Conv2d(16, 32, 3, 1)\n",
    "        x = int((x-2)/2)\n",
    "        y = int((y-2)/2)\n",
    "        self.conv4 = nn.Conv2d(32, 32, 3, 1)\n",
    "        x = int((x-2)/2)\n",
    "        y = int((y-2)/2)\n",
    "        print(x, y)\n",
    "        self.linear_relu_stack = nn.Sequential(\n",
    "            # nn.Linear(32*32*3, 512),\n",
    "            nn.Linear(x*y*32, 512),\n",
    "            nn.ReLU(),\n",
    "            # nn.Linear(512, 128),\n",
    "            # nn.ReLU(),\n",
    "            # nn.Linear(512, 128),\n",
    "            # nn.ReLU(),\n",
    "            # nn.Linear(256, 128),\n",
    "            # nn.Sigmoid(),\n",
    "            # nn.Linear(128, 32),\n",
    "            # nn.Sigmoid(),\n",
    "            nn.Linear(512, 3),\n",
    "            nn.Softmax(1)\n",
    "            # nn.ReLU(),\n",
    "            # nn.Sigmoid()\n",
    "        )\n",
    "        self.flatten = nn.Flatten()\n",
    "\n",
    "    # def forward(self, x):\n",
    "    #     x = self.conv1(x)\n",
    "    #     x = torch.nn.functional.relu(x)\n",
    "    #     x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "    #     x = self.conv2(x)\n",
    "    #     x = torch.nn.functional.relu(x)\n",
    "    #     x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "    #     x = self.conv3(x)\n",
    "    #     x = torch.nn.functional.relu(x)\n",
    "    #     x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "    #     # print (x.shape)\n",
    "    #     x = self.flatten(x)\n",
    "    #     # print (x.shape)\n",
    "    #     logits = self.linear_relu_stack(x)\n",
    "    #     return logits\n",
    "    def forward(self, x, show = False):\n",
    "        if show: show_x = []\n",
    "        x = self.conv1(x)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = torch.nn.functional.relu(x)\n",
    "        x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = self.conv2(x)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = torch.nn.functional.relu(x)\n",
    "        x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = self.conv3(x)\n",
    "        x = torch.nn.functional.relu(x)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = self.conv4(x)\n",
    "        x = torch.nn.functional.relu(x)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = torch.nn.functional.max_pool2d(x, kernel_size = 2)\n",
    "        if show: show_x.append(x.cpu())\n",
    "        x = self.flatten(x)\n",
    "        logits = self.linear_relu_stack(x)\n",
    "        if show:\n",
    "            plt.figure(figsize=(15,2))\n",
    "            plt.suptitle('hidden output', color='w', fontsize=32)\n",
    "            for i in range(len(show_x)):\n",
    "                plt.subplot(1,8,i+1)\n",
    "                plt.imshow(show_x[i].cpu()[0][0].detach().numpy())\n",
    "        return logits\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "learning_rate = 1e-3\n",
    "\n",
    "batch_size = 32\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "def test_loop(dataloader, model, loss_fn):\n",
    "    size = len(dataloader.dataset)\n",
    "    num_batches = len(dataloader)\n",
    "    test_loss, correct = 0, 0\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for X, y in dataloader:\n",
    "            X=X.float().cuda()\n",
    "            y=y.cuda()\n",
    "            # y=torch.FloatTensor(y)\n",
    "            pred = model(X)\n",
    "            test_loss += loss_fn(pred, y).item()\n",
    "            correct += (pred.argmax(1) == y).type(torch.float).sum().item()\n",
    "\n",
    "    test_loss /= num_batches\n",
    "    correct /= size\n",
    "    print(f\"Test Error: \\n Accuracy: {(100*correct):>0.1f}%, Avg loss: {test_loss:>8f} \\n\")\n",
    "    return test_loss, correct\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "def train_loop(dataloader, model, loss_fn, optimizer):\n",
    "    size = len(dataloader.dataset)\n",
    "    num_batches = len(dataloader)\n",
    "    train_loss = 0\n",
    "    for batch, (X, y) in enumerate(dataloader):\n",
    "        # Compute prediction and loss\n",
    "        X=X.cuda()\n",
    "        y=y.cuda()\n",
    "        pred = model(X)\n",
    "        loss = loss_fn(pred, y)\n",
    "        \n",
    "        # Backpropagation\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        train_loss += loss.item()\n",
    "        if batch % int(num_batches/5) == 0:\n",
    "            loss, current = loss.item(), batch * len(X)\n",
    "            print(f\"loss: {loss:>7f}  [{current:>5d}/{size:>5d}]\")\n",
    "\n",
    "    return train_loss / num_batches\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "\n",
    "model = NeuralNetwork().cuda()\n",
    "train_loss_list = []\n",
    "test_loss_list = []\n",
    "test_acc_list = []"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "6 2\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "source": [
    "# loss_fn = nn.BCELoss()\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
    "# optimizer = torch.optim.SGD(model.parameters(), lr=0.01)\n",
    "\n",
    "epochs = 10\n",
    "for t in range(epochs):\n",
    "    print(f\"Epoch {t+1}\\n-------------------------------\")\n",
    "    train_loss = train_loop(train_dataloader, model, loss_fn, optimizer)\n",
    "    train_loss_list.append(train_loss)\n",
    "    test_loss, correct = test_loop(test_dataloader, model, loss_fn)\n",
    "    test_loss_list.append(test_loss)\n",
    "    test_acc_list.append(correct)\n",
    "\n",
    "print(\"Done!\")\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Epoch 1\n",
      "-------------------------------\n",
      "loss: 0.551448  [    0/ 4155]\n",
      "loss: 0.551475  [  832/ 4155]\n",
      "loss: 0.551447  [ 1664/ 4155]\n",
      "loss: 0.551445  [ 2496/ 4155]\n",
      "loss: 0.551446  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 97.3%, Avg loss: 0.577470 \n",
      "\n",
      "Epoch 2\n",
      "-------------------------------\n",
      "loss: 0.551447  [    0/ 4155]\n",
      "loss: 0.551450  [  832/ 4155]\n",
      "loss: 0.551445  [ 1664/ 4155]\n",
      "loss: 0.551453  [ 2496/ 4155]\n",
      "loss: 0.551446  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 97.5%, Avg loss: 0.576434 \n",
      "\n",
      "Epoch 3\n",
      "-------------------------------\n",
      "loss: 0.551446  [    0/ 4155]\n",
      "loss: 0.551446  [  832/ 4155]\n",
      "loss: 0.551448  [ 1664/ 4155]\n",
      "loss: 0.551445  [ 2496/ 4155]\n",
      "loss: 0.551445  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.580670 \n",
      "\n",
      "Epoch 4\n",
      "-------------------------------\n",
      "loss: 0.551452  [    0/ 4155]\n",
      "loss: 0.551445  [  832/ 4155]\n",
      "loss: 0.551449  [ 1664/ 4155]\n",
      "loss: 0.551446  [ 2496/ 4155]\n",
      "loss: 0.551465  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 97.3%, Avg loss: 0.578085 \n",
      "\n",
      "Epoch 5\n",
      "-------------------------------\n",
      "loss: 0.551447  [    0/ 4155]\n",
      "loss: 0.551445  [  832/ 4155]\n",
      "loss: 0.551448  [ 1664/ 4155]\n",
      "loss: 0.551445  [ 2496/ 4155]\n",
      "loss: 0.551447  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.581479 \n",
      "\n",
      "Epoch 6\n",
      "-------------------------------\n",
      "loss: 0.551447  [    0/ 4155]\n",
      "loss: 0.551447  [  832/ 4155]\n",
      "loss: 0.551446  [ 1664/ 4155]\n",
      "loss: 0.551448  [ 2496/ 4155]\n",
      "loss: 0.551445  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.579707 \n",
      "\n",
      "Epoch 7\n",
      "-------------------------------\n",
      "loss: 0.551450  [    0/ 4155]\n",
      "loss: 0.551446  [  832/ 4155]\n",
      "loss: 0.551445  [ 1664/ 4155]\n",
      "loss: 0.551445  [ 2496/ 4155]\n",
      "loss: 0.551447  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.580237 \n",
      "\n",
      "Epoch 8\n",
      "-------------------------------\n",
      "loss: 0.551446  [    0/ 4155]\n",
      "loss: 0.551445  [  832/ 4155]\n",
      "loss: 0.551454  [ 1664/ 4155]\n",
      "loss: 0.551450  [ 2496/ 4155]\n",
      "loss: 0.551445  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.581673 \n",
      "\n",
      "Epoch 9\n",
      "-------------------------------\n",
      "loss: 0.551449  [    0/ 4155]\n",
      "loss: 0.551445  [  832/ 4155]\n",
      "loss: 0.551447  [ 1664/ 4155]\n",
      "loss: 0.551447  [ 2496/ 4155]\n",
      "loss: 0.551446  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.8%, Avg loss: 0.582004 \n",
      "\n",
      "Epoch 10\n",
      "-------------------------------\n",
      "loss: 0.551445  [    0/ 4155]\n",
      "loss: 0.551445  [  832/ 4155]\n",
      "loss: 0.551445  [ 1664/ 4155]\n",
      "loss: 0.551453  [ 2496/ 4155]\n",
      "loss: 0.551446  [ 3328/ 4155]\n",
      "Test Error: \n",
      " Accuracy: 96.9%, Avg loss: 0.581660 \n",
      "\n",
      "Done!\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "# plt.suptitle('Training Process', color='w')\n",
    "plt.plot(train_loss_list, label='train_loss')\n",
    "plt.plot(test_loss_list, label='test_loss')\n",
    "plt.plot(test_acc_list, label='test_acc')\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "plt.xlabel('Epoch')\n",
    "# plt.ylabel('Accuracy')\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"371.011557pt\" version=\"1.1\" viewBox=\"0 0 483.703125 371.011557\" width=\"483.703125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T11:03:43.652322</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 371.011557 \nL 483.703125 371.011557 \nL 483.703125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 30.103125 333.455307 \nL 476.503125 333.455307 \nL 476.503125 7.295307 \nL 30.103125 7.295307 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m32e63e5dc7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.394034\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(47.212784 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.214071\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 10 -->\n      <g transform=\"translate(126.851571 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"216.034108\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 20 -->\n      <g transform=\"translate(209.671608 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"298.854145\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 30 -->\n      <g transform=\"translate(292.491645 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-33\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"381.674183\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 40 -->\n      <g transform=\"translate(375.311683 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-34\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"464.49422\" xlink:href=\"#m32e63e5dc7\" y=\"333.455307\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(458.13172 348.053745)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_7\">\n     <!-- Epoch -->\n     <g transform=\"translate(237.992188 361.73187)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-45\"/>\n      <use x=\"63.183594\" xlink:href=\"#DejaVuSans-70\"/>\n      <use x=\"126.660156\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"187.841797\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"242.822266\" xlink:href=\"#DejaVuSans-68\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_7\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mcd4cad6f6c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mcd4cad6f6c\" y=\"285.330617\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 0.6 -->\n      <g transform=\"translate(7.2 289.129835)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n        <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mcd4cad6f6c\" y=\"216.747767\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0.7 -->\n      <g transform=\"translate(7.2 220.546986)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mcd4cad6f6c\" y=\"148.164918\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0.8 -->\n      <g transform=\"translate(7.2 151.964136)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mcd4cad6f6c\" y=\"79.582068\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0.9 -->\n      <g transform=\"translate(7.2 83.381287)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#mcd4cad6f6c\" y=\"10.999219\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 1.0 -->\n      <g transform=\"translate(7.2 14.798437)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"line2d_12\">\n    <path clip-path=\"url(#pf9e507d760)\" d=\"M 50.394034 110.638242 \nL 58.676038 270.139095 \nL 66.958042 299.614513 \nL 75.240045 307.4754 \nL 83.522049 309.149533 \nL 91.804053 311.215378 \nL 100.086056 309.304644 \nL 108.36806 311.322071 \nL 116.650064 312.333854 \nL 124.932067 312.952681 \nL 133.214071 309.879971 \nL 141.496075 313.413643 \nL 149.778079 312.87323 \nL 158.060082 317.831464 \nL 166.342086 318.613769 \nL 174.62409 318.621331 \nL 182.906093 318.62368 \nL 191.188097 318.624967 \nL 199.470101 318.625925 \nL 207.752105 318.626613 \nL 216.034108 318.627134 \nL 224.316112 318.62715 \nL 232.598116 318.627148 \nL 240.880119 318.627166 \nL 249.162123 318.627185 \nL 257.444127 318.627195 \nL 265.726131 318.627205 \nL 274.008134 318.627216 \nL 282.290138 318.62721 \nL 290.572142 318.627235 \nL 298.854145 318.627243 \nL 307.136149 318.627254 \nL 315.418153 318.627259 \nL 323.700157 318.627273 \nL 331.98216 318.627285 \nL 340.264164 318.627289 \nL 348.546168 318.627286 \nL 356.828171 318.627303 \nL 365.110175 318.627305 \nL 373.392179 318.627323 \nL 381.674183 318.627323 \nL 389.956186 318.628056 \nL 398.23819 318.628464 \nL 406.520194 318.628876 \nL 414.802197 318.629123 \nL 423.084201 318.629325 \nL 431.366205 318.629508 \nL 439.648208 318.629647 \nL 447.930212 318.629757 \nL 456.212216 318.629853 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_13\">\n    <path clip-path=\"url(#pf9e507d760)\" d=\"M 50.394034 134.6281 \nL 58.676038 297.797468 \nL 66.958042 262.40988 \nL 75.240045 270.915265 \nL 83.522049 303.125943 \nL 91.804053 280.97654 \nL 100.086056 304.259026 \nL 108.36806 277.743559 \nL 116.650064 297.686398 \nL 124.932067 287.38143 \nL 133.214071 302.197963 \nL 141.496075 296.56281 \nL 149.778079 299.437609 \nL 158.060082 307.751891 \nL 166.342086 291.131536 \nL 174.62409 301.238475 \nL 182.906093 300.265963 \nL 191.188097 299.748974 \nL 199.470101 300.505641 \nL 207.752105 301.141379 \nL 216.034108 301.056263 \nL 224.316112 300.96857 \nL 232.598116 300.898872 \nL 240.880119 300.821884 \nL 249.162123 300.763539 \nL 257.444127 300.70355 \nL 265.726131 300.657886 \nL 274.008134 300.605664 \nL 282.290138 300.564914 \nL 290.572142 300.522194 \nL 298.854145 300.483648 \nL 307.136149 300.449312 \nL 315.418153 300.406533 \nL 323.700157 300.375397 \nL 331.98216 300.341888 \nL 340.264164 300.324026 \nL 348.546168 300.310109 \nL 356.828171 300.287942 \nL 365.110175 300.261323 \nL 373.392179 300.244797 \nL 381.674183 300.782618 \nL 389.956186 301.492717 \nL 398.23819 298.587353 \nL 406.520194 300.360322 \nL 414.802197 298.033076 \nL 423.084201 299.248418 \nL 431.366205 298.884817 \nL 439.648208 297.900034 \nL 447.930212 297.672758 \nL 456.212216 297.908909 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"line2d_14\">\n    <path clip-path=\"url(#pf9e507d760)\" d=\"M 50.394034 208.715541 \nL 58.676038 29.535124 \nL 66.958042 71.549843 \nL 75.240045 60.428299 \nL 83.522049 28.299397 \nL 91.804053 53.013937 \nL 100.086056 23.356489 \nL 108.36806 55.485391 \nL 116.650064 35.713759 \nL 124.932067 44.363848 \nL 133.214071 27.06367 \nL 141.496075 34.478032 \nL 149.778079 28.299397 \nL 158.060082 22.120762 \nL 166.342086 38.185213 \nL 174.62409 29.535124 \nL 182.906093 29.535124 \nL 191.188097 30.770851 \nL 199.470101 29.535124 \nL 207.752105 29.535124 \nL 216.034108 29.535124 \nL 224.316112 29.535124 \nL 232.598116 29.535124 \nL 240.880119 29.535124 \nL 249.162123 29.535124 \nL 257.444127 29.535124 \nL 265.726131 29.535124 \nL 274.008134 29.535124 \nL 282.290138 29.535124 \nL 290.572142 29.535124 \nL 298.854145 29.535124 \nL 307.136149 29.535124 \nL 315.418153 29.535124 \nL 323.700157 29.535124 \nL 331.98216 29.535124 \nL 340.264164 29.535124 \nL 348.546168 29.535124 \nL 356.828171 29.535124 \nL 365.110175 29.535124 \nL 373.392179 29.535124 \nL 381.674183 29.535124 \nL 389.956186 28.299397 \nL 398.23819 32.006578 \nL 406.520194 29.535124 \nL 414.802197 32.006578 \nL 423.084201 32.006578 \nL 431.366205 32.006578 \nL 439.648208 32.006578 \nL 447.930212 33.242305 \nL 456.212216 32.006578 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 30.103125 333.455307 \nL 30.103125 7.295307 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 476.503125 333.455307 \nL 476.503125 7.295307 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 30.103125 333.455307 \nL 476.503125 333.455307 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 30.103125 7.295307 \nL 476.503125 7.295307 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_7\">\n     <path d=\"M 389.9125 60.164057 \nL 469.503125 60.164057 \nQ 471.503125 60.164057 471.503125 58.164057 \nL 471.503125 14.295307 \nQ 471.503125 12.295307 469.503125 12.295307 \nL 389.9125 12.295307 \nQ 387.9125 12.295307 387.9125 14.295307 \nL 387.9125 58.164057 \nQ 387.9125 60.164057 389.9125 60.164057 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"line2d_15\">\n     <path d=\"M 391.9125 20.393745 \nL 411.9125 20.393745 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_16\"/>\n    <g id=\"text_13\">\n     <!-- train_loss -->\n     <g transform=\"translate(419.9125 23.893745)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3263 -1063 \nL 3263 -1509 \nL -63 -1509 \nL -63 -1063 \nL 3263 -1063 \nz\n\" id=\"DejaVuSans-5f\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"80.322266\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"141.601562\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"169.384766\" xlink:href=\"#DejaVuSans-6e\"/>\n      <use x=\"232.763672\" xlink:href=\"#DejaVuSans-5f\"/>\n      <use x=\"282.763672\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"310.546875\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"371.728516\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"423.828125\" xlink:href=\"#DejaVuSans-73\"/>\n     </g>\n    </g>\n    <g id=\"line2d_17\">\n     <path d=\"M 391.9125 35.349995 \nL 411.9125 35.349995 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_18\"/>\n    <g id=\"text_14\">\n     <!-- test_loss -->\n     <g transform=\"translate(419.9125 38.849995)scale(0.1 -0.1)\">\n      <defs>\n       <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"152.832031\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"192.041016\" xlink:href=\"#DejaVuSans-5f\"/>\n      <use x=\"242.041016\" xlink:href=\"#DejaVuSans-6c\"/>\n      <use x=\"269.824219\" xlink:href=\"#DejaVuSans-6f\"/>\n      <use x=\"331.005859\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"383.105469\" xlink:href=\"#DejaVuSans-73\"/>\n     </g>\n    </g>\n    <g id=\"line2d_19\">\n     <path d=\"M 391.9125 50.306245 \nL 411.9125 50.306245 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:1.5;\"/>\n    </g>\n    <g id=\"line2d_20\"/>\n    <g id=\"text_15\">\n     <!-- test_acc -->\n     <g transform=\"translate(419.9125 53.806245)scale(0.1 -0.1)\">\n      <use xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"39.208984\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"100.732422\" xlink:href=\"#DejaVuSans-73\"/>\n      <use x=\"152.832031\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"192.041016\" xlink:href=\"#DejaVuSans-5f\"/>\n      <use x=\"242.041016\" xlink:href=\"#DejaVuSans-61\"/>\n      <use x=\"303.320312\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"358.300781\" xlink:href=\"#DejaVuSans-63\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pf9e507d760\">\n   <rect height=\"326.16\" width=\"446.4\" x=\"30.103125\" y=\"7.295307\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "torch.save(model, 'predict_model.pkl')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "source": [
    "#同类输入比较\n",
    "x, y = test_dataloader.dataset[10]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)\n",
    "x, y = test_dataloader.dataset[50]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)\n",
    "x, y = test_dataloader.dataset[100]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "tensor([[1.0000e+00, 2.4498e-08, 8.8367e-25]], device='cuda:0',\n",
       "       grad_fn=<SoftmaxBackward>)"
      ]
     },
     "metadata": {},
     "execution_count": 24
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:20.820489</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p59cce66f7e)\">\n    <image height=\"44\" id=\"image77a464c650\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAsCAYAAADl06/eAAAGbUlEQVR4nO2bW29jVxWAv7X3ufgkTuwkTuaSkLkVhlZQqgqBBA/wC+CFnwV/BKGqrwimiIonikCKpsNlRkxpM2I61zi2T85t78XDSTKejJk2aWsfM3ySFTnHPjnn89rLe629I1d+8XOliaggHpJPBdeCg29mhB/HuBiQ+pJNJZhcMBWIgypRNIC1HcUHwuCnA3pLI+799RxSSv0+lfr8Mt3bNlP9a6fE5hCOlPS1As0sZdcjnlqWCt5CtegpOp58RXEtUAMuEuJ9R/iHZVZbKWYjeyZWdOqSoeGi4ydCtiZQGKIHAVIKaidIUjmWpwZGFwU1wtqtgkoNP7m+gwYcf0CzoLGig1QIUiVb99iRoex6gnSCqKPnY7/3MfgAwv2C3XeusF8l2PNpfXAG0QxNEX1Cnngh3qujsz4OwcDgIj7X0K9ayv4VS74Ws3Yz53fvv8kPL99FQ32FI3rCjYuvfw4vg1SCzQW1PC/4SPikh4EqgcFmQLifc+4DZVRF+MRN5ZYmMXvRRxzlTxXEgc0UkwtsHuDi0w13NUq55Bluw971Ni6CD25e4+Klx2Be5dRxgmBYR7m8McD1I3ysqDn9sPcR5CuG1lPHwr8CLizu4xL/VVzyZ9Is0aKIQuux4iJBFcK+rSP7DLlVBfIOHKwGtHeVD+9foLV+8OzgFJm96AlfbEEGwYHiKku5XiLVGYsMUaolxcXQ2nNkDxPWl4dnO9cXZPaiJyCujmwRBQUNDqWcIQq9hbwrlAuG7q2AbusAtzD99NEc0WPlsRrBRUJV2OePn5Giq5hKifrKXpbADGYfzRF9WN1JBcYpWQ80s1CaF193mnMCPoSqJbgY7j3oYsJXMaLHxWk9Z3aREA7ALpUgY685Y59CTT1KxINYxY+PlCkxe9EnxLmWYgulc9chwOrmXj33PcssYUbl9iRmL/oEKpCuG0SVpfcT3t64h1v64jlVDRTLgtuPvoSrPD3NED0WeWqh6EC+bIn7ym9vvs7Pvvsn/IJ/eVSPVZYnCQdC1hMGb2fYgUXSVzF1HDHWq6gWlbwjtHdzNn4f8u+sw/feuj25RTrpPOPlvIeoD+lFjxyW33Y0/dtujugx1EC+BsOtmNWdPju/eoOrC49gI58c1RNWTWwB4VBwiWdwzWFTofVhctjBm9KNjNFI0YhStZTh1wzpVpvNG0/55Y0f8J3t3VrUZ2AcLP0TkgdK51KfIDWs/E1RA2HfPCuApkgzRVPn6nxV2b8cUPQWiPqGwHh8a8IcWJ6vHE0B8UAploX+R12iPeHp64KG9axmFjRWNKJ4C8UyuNjQ/kS5ef8C3//2HfxG8fK3OsEHgIAphKJbL9qWi/psMWHKNFf0IVWijM4HREPP8rtt/viXr/PmpXuYzYOJrxcvRHtQLgrFW0NMCS6qP7RjZrDK0njRPoT0XN0USh45Nt+DO497/OjqHVzHEWyP0PP5cw39cKhUiSACLlHM0VaD8ceUaa7oowaThaKj9K8Jg82Ahd2U9jtL3Pj7daiEfBTx49duE10a4lZKAIJMsXkt07fdzNLFOMGsL+DzoBaqBWW4LYi2aT31rP8mZrAt2DLgz6tbFHkIhuO5touFMju8vQaU4nMh+ggfKwcbgqkMwYFn+9cjsvWEjze76GJF8CREHCDK4LLHPIhxi7NbkB2nuaLlxUaSt5CvKNUCmMIiuoipFKxCZbBZvenGRaBrOebTGJM1IG/Q5BwNLw55qadnVQJF15N1DWVSFyBJL6VKwFSH+0EGIbp1gM1ms4/jJM0WDS+dKVRJ3ctYvBvwjfWHIEo4VNILAgJuL8JHs8/PMA+iX0LRhTD1BCkY8YgTTKlk6w4NPHY0/S7df2OuRatQb8+96tn5ZAu1Wk/tMsNCLz3e8dQE5le0CtE+9VJXL0cfxkR9Q9E2qFXSfoI/5Q6nr5L5FS2KzerS2txr4SNP65GS9QS/VhI8OpzqNYT5FQ2oFYyD1hNh+eKAoiMMvpUT3I/A182lpjC/olXIV0C80r3tGH7UIet58IJU9aabGe3Qncj8iuawLD9v8QFs3ai/+Rb/EVF2/LNGUkOYX9Gi+BCynpCuW4q2YeVWHcLhvqn70Q2iYZdzCg7zQtlWNBDyNYNKvYKizZk+HzN/ok/0QNTWKycTmdG/uk1iflPHOC9r5jdAMsxjREPjpU7ifyOi54D/i54S/wHaTtP99J/Z8gAAAABJRU5ErkJggg==\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md045ce0f20\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#md045ce0f20\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#md045ce0f20\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"ma5a9a64c01\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma5a9a64c01\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#ma5a9a64c01\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pe76624fa78)\">\n    <image height=\"44\" id=\"imaged3d4916d0f\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#md045ce0f20\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#md045ce0f20\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#ma5a9a64c01\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#ma5a9a64c01\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p2380bbd8a1)\">\n    <image height=\"42\" id=\"image4d7560ef1d\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#md045ce0f20\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#md045ce0f20\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#ma5a9a64c01\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#ma5a9a64c01\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p17980b23dd)\">\n    <image height=\"42\" id=\"imaged43cebc269\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAqCAYAAAAzikzDAAAIB0lEQVR4nO2bS48cVxXHf/dRj+6efsyMPc7YIYNlkhiCxEMgEGEFUXYRG74GnwIJCZbsWfERWIFAwIZAYJXIJLINCY6Ticcz45l+Vt3XYVHj8Rhk45ikH4KfVFKru+t2nX+dPvfcc26pV9T3hSVBZTm630UVBTLoMn2uh+sZskmidWeGntSoaUXa2ydNp6AUKs9RxqCshaJAWcPdVy/zzR/8hZ9e/DM/Pnien/3iFTauCa39QPvN24Tdj+Zum577L/6PYhd9AWdRRqOyDDKLKIX2CVsrjEsoH8EHCBFSenBSEoTYnK8VkgzZNHHtaJvfrBv2XBd/PnD0QkZoZ7T+3l6IbUslNMZAqyStlYgx2FnE+ISeBdR4hprVSF0j8URoEST45qXSKOdAadofOf72zjY/TK9RWs/LL92g86WaX137Auvv9NE35m/acgmtNZJZJG8uS7uIeNCVR9UecR5CADnj0XIyxUg8fduMHcV+i1u9DbbODXntmTd5uXWT689u4de2KOZsFiyZ0KrICZsd3CDH1Ak7cmgXT8KGB+8QH5D0+PlbTyo6H/SAkjtes3+pC6352PAolkvoXpfh5RbTC5ryUBhcD6h7E1TlSJMpMps1Iqf42HFkd4+t30PqlOx9o8fbV5/he705GfEIlkdopZAio+5r6k1BB9Wkb84jzjVHCE80VBqNYDQCoHfx6xxUnU/zyp+IxQutFMoYUBoxBhTI/UMr0Bql/4ssNMHY5XwQ+/hokK6hc+kiUtek4xHi3Sdny2NYfB6tNCrP0a0SKQzJgmgQCynTSJ6Btc3NeAqMSxwcd3hjcoU6WMbbmsmXLxFeeBbd737CxjyahXu00qpJ6zILWje3/tSjAaOb42nHj0KoLR9WA0LU+DWYnm/Mzor55R8LF1qSoGJEXOPBrg9hy1GnHDewZOMSA80S+ynQLsKo5ObwHKNxi5YHlQDh4YXPp8zChSZFUlWjtCKWlvpyxXdevM6f+jsM7/ZBWpSlJT8oYTj82MObiaP1QYf37AXsscFOGi9Xcb4lnsXHaIAUkRBImaLbn/Gt/k0+u3GI74LvaELbPPWEqFwgH0J2z5ANFcYJSkAJDxY7c2DxHn0GUydGxy3+OLzCsC6ptyLHRhNKS/vGx6hRnKnqoTV2Jo3INaiTFFxU8715sVRCZ0cV5c0Bv05XKTqOFz5/m+32kN9de5GNv/aeuEahiwI96ENZEHNL6zCifZO1KJG5iwxLJrSqPcU9CHdy3EXhaxu3eLX3FtePzhPWNsmfdKCT4pS0CjAKM0sUAmIUoVDI/UxR60bwOYSQ5RJ6VtPeS4BmWOTUyTLQFdudIe/uXOD8V15CTypkd69Z/f0r2qB0EzYkz0hFhliNioL2gkSwAigwVTMvzCtOL5XQaW+fwRvQbxVof47Jtwt2rPDK5tv85OXnGD/bY+12jwu/5XSJfYo26FaJyiyq0yZ2S2Inaz4Kgo4RpMk4EMEOK6jrudm2XEJPp6T3bgHQvrpBHS193eJqscvzl/Z4N99gTIfznfLfzlVaoTILWQ55RsoNsTCNN7uESgJJ0C406d2sqQTOi6US+iz5MPCH9y/zo/ZdPqwHuGTotBzDbptqu03naAecRyYTxPkzPUOLlDm+m+G7BlMJeR3RdUCFhKo9hNg0EeLjq4CfJEsrdPH+EZ1fbvHzt75LvZnYvHLIlY19rrmMgy92qQfb5MNE+9YQfTxpqn/WIEoRBi0m2xn1QFHcE4pDQR9PUT4gozHiPOI9yfm52bO0QnNvyPo7XTp3co4+Z3E7hmfKEbvdHnuba5A0ZanIj0qyOoBWpylbLC2+o/BdMBVNbK6aUmsaT5A5xub7LK/Q3mFHjSDlgWHvoy6vmx1G4xZiBd9thB3tlBTrOdolsqFHV80KE4AEOoJ2AXEOnIc5houzLK3QaTxB/+NDsixnfbZFLHrMbp1DtYW4EYnrgTooJp/RqKApDizr1w2tu57Y0iCgA2gHelyTjo6bjvn/hX4YCYF4dAyAzTPWbrexM8N0S+POC61eBYBSTR48y9dwu5p8qEmm8WiVmtROOb+QcHGWpRX6LFLX5EcOyBGlcP2MqtZImSgGFe3SMc0SMdfEUiOmKR6BwlbS7AVZMCshdDoeYW/cJisK2oMurcMedc8wvpQx+6pnvT1j2G3hexn1tMmdi6GgUqI8bHqOi2YlhBbviPsHAJhJnzaQ90pi0WYaFZ3MkWWRmEMswNQKM4mYSjCz0OwFWTDLUY/+GEhMECLaBUwtpEnG3mSNepadlkAR0P5kRegj/Id9IPNgJTz6IWJEVTUaKI7b5Hctd7IBemjRvqkzqyToOmGnHj1bXEp3lpXzaFIC51E+YKqEnSrU2GJmCh0B1XRPdBBUHSFEZI6dlEexekLfRwTRkDKQIiEn/00Vm7ROne7JW7zIsIJCizRlTkQQqwltwfYcsdN0tI078ebQZB2IzLXb/ShWTuhTTlpSKReK0iO2EbPpcHN6M9QSTISwipNhEqR2KJpdSNpZXG1RXqPCmdVgSKiQGm9egvCxch4twZPGE+K9I7Ljmmyk8KMcM9bYSjCuaVvpOqAqB7VbitCxeh4tcroxUVcB40E5jfagAuh4xpt9QFJaiqxj9YQ+g55WtHcFMGQjob0fyUYBO/GoafWgNLoEcXqlhU537rL5umKjXaB8RE2rJm92njSdNl3u9OA5l0Wy2kJPJnDz3dPOyv2tvU/yVMC8WbnJcFX5JxtgAkx0n4GrAAAAAElFTkSuQmCC\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#md045ce0f20\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#md045ce0f20\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#ma5a9a64c01\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#ma5a9a64c01\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p117052ef4f)\">\n    <image height=\"39\" id=\"image303c108a33\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#md045ce0f20\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#md045ce0f20\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#ma5a9a64c01\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#ma5a9a64c01\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p1091e85393)\">\n    <image height=\"39\" id=\"imageb6583f066b\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#md045ce0f20\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#md045ce0f20\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#ma5a9a64c01\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#ma5a9a64c01\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pf293458efa)\">\n    <image height=\"30\" id=\"imagea2dd9128db\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAA4ElEQVR4nO3YuwkCQRRGYUdXMNBEM1GwBM1MZBNBCxCbsQ87sAir0BKWXREjQRRBWB+5MFdYmLOB/5deZrgcJho3dYt3JYDXZGTO6+e7dxatL+bZR3wqtFOZqmUv8C8UGqLQEIWGKDREoSEKDYlCXZzOG+Z8sNp5Z8/YvrvWaXtnrtU0z+ZJal8eiF40RKEhCg1RaIhCQxQa4kJ9k5Zle9yb81l3iOzxTS8aotAQhYYoNEShIQoNUWhIsG/SkG7LsXe2uWbm2ajf887y7FB4p1/0oiEKDVFoiEJDFBqi0JAPTlYbRLPvLoUAAAAASUVORK5CYII=\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#md045ce0f20\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#md045ce0f20\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#ma5a9a64c01\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#ma5a9a64c01\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8770f7fb8c)\">\n    <image height=\"30\" id=\"image0da2cbe6bf\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAnUlEQVR4nO3YsQ3CMBgF4ZiCVTICQqJMB2V6pmEotsgGRAExRaKww7N0Lrivf7J0+iuXoYx7F5of53Ta9ZdXvN3ux3i7zku8rXFo8uofMjTE0BBDQwwNMTTE0BBDQwwNMTTE0BBDQwwNMTSk1HyTtvL8TvH2errF2/X9ibdeNMTQEENDDA0xNMTQEENDDA0xNMTQEENDDA0xNMTQkB/88RBrCxykKwAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#md045ce0f20\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#md045ce0f20\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#ma5a9a64c01\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#ma5a9a64c01\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p59cce66f7e\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pe76624fa78\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p2380bbd8a1\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p17980b23dd\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p117052ef4f\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"p1091e85393\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pf293458efa\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"p8770f7fb8c\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:21.248262</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pe3d5c406a4)\">\n    <image height=\"44\" id=\"image91455caba2\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mf2ec73d192\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#mf2ec73d192\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#mf2ec73d192\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mccc0023c3a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mccc0023c3a\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mccc0023c3a\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p9777ab5c6e)\">\n    <image height=\"44\" id=\"image62d0f67fbd\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#mf2ec73d192\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#mf2ec73d192\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#mccc0023c3a\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#mccc0023c3a\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pb990d87c7b)\">\n    <image height=\"42\" id=\"image8ff0806c2e\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#mf2ec73d192\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#mf2ec73d192\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#mccc0023c3a\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#mccc0023c3a\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p14d077d19e)\">\n    <image height=\"42\" id=\"image5e170632ee\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#mf2ec73d192\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#mf2ec73d192\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#mccc0023c3a\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#mccc0023c3a\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pd2cad91d22)\">\n    <image height=\"39\" id=\"imageb27d228dce\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#mf2ec73d192\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#mf2ec73d192\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#mccc0023c3a\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#mccc0023c3a\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p946eb164c9)\">\n    <image height=\"39\" id=\"imageee48a06582\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAnCAYAAACPFF8dAAABNklEQVR4nO3asUqCURiHcT+N0OAjLBcXh7YGhxa3tlx0qMEbyJvwAhwDbyJX70BwqTa3IKihdHBxkBAKQ8sbeF9J+XiOw/83vgeOh4czHD6MrqLGXyqg75uKu1ZvD8x5975qzsvXL+5ez71zc17sPG04XXLSyK+IQlMUGqLQEIWGKDTkIPQBFnHGXRt+lsz5z7H9Ij05/HL3yr8utztYwnSjIQoNUWiIQkMUGhL81VF4mLhr0+mZOW/e9c156/TN3av2eGTOVxvOliTdaIhCQxQaotAQhYYoNCT48275PnLXsnHOnF/kPsz57fjS3Ws1m211rqTpRkMUGqLQEIWGKDQkCv1PpV2k49ic/87n8En+TzcaotAQhYYoNEShIQoNCf5RaRf7/Izz6EZDFBqi0BCFhig0ZA1veSt0v1LrNAAAAABJRU5ErkJggg==\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#mf2ec73d192\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#mf2ec73d192\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#mccc0023c3a\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#mccc0023c3a\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p3c0683cd7c)\">\n    <image height=\"30\" id=\"image00f2ea1c67\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAArElEQVR4nO3WMQ6CQBBAUVeobaSi5QIcwsTYc1fCLbyArZU09ARPwCrE/IX4XzvZZPKzxYRLaKbDznTP++zsWtbYHkscUy/wLwwNMTTE0BBDQwwNMTQkT73AGrFbeWir6NvT7fHjbb7jj4YYGmJoiKEhhoYYGrLJ8y4rztH5+OpnZ6nOt0/80RBDQwwNMTTE0BBDQwwN2eQdHbuT98ofDTE0xNAQQ0MMDTE05A2W4Q91Y+GjAQAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#mf2ec73d192\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#mf2ec73d192\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#mccc0023c3a\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#mccc0023c3a\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p6c97abdac1)\">\n    <image height=\"30\" id=\"image24efc7d905\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAiElEQVR4nO3YQQ2AMBAAQQo4gBcqKoIEA5jFBSqwUTS0kL0Qdv6Xu2z6alrTXrqPOa6zeXZb8mt31OhDtv6QoSGGhhgaYmiIoSGGhhgaYmiIoSGGhhgaYmiIoSFj1OJhnppno746n/BFQwwNMTTE0BBDQwwNMTTE0BBDQwwNMTTE0BBDQwwNuQFbrAWR8TdocwAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#mf2ec73d192\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#mf2ec73d192\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#mccc0023c3a\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#mccc0023c3a\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pe3d5c406a4\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p9777ab5c6e\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pb990d87c7b\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p14d077d19e\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"pd2cad91d22\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"p946eb164c9\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"p3c0683cd7c\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"p6c97abdac1\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAB5CAYAAAC9f1kTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAvjklEQVR4nO3deZgkV3nn++8bkVvtXb0vWlobWgBJICEEso1YJWTGwtd4LvCMDR7PYM+FGWPsGWPGXJa545Hn8fVjBnyNdW0MzNhgLiAQmMUCW2YTIAGtXY1aUkutVqv3WrNyjff+EVFdWdVZlVnVVZlRVb/P8+RTkZEnI0/EqaqMN845b5i7IyIiIiIiIt0VdLsCIiIiIiIiouBMREREREQkFRSciYiIiIiIpICCMxERERERkRRQcCYiIiIiIpICCs5ERERERERSQMGZiKx3uwFPHncu0zbvbNjm7mXY3lsbtvf+ZdjebpZ/n0VEROQMZbpdARERkXXs+uQB8AVgT5fqsZyuZ+3tk4hIRyg4ExER6Z7rgfcly/tZG4HM9ay9fRIR6QgNaxQREREREUkB9ZyJiCy/67tdAREREVl91HMmIiIiIiKSAgrOREROZ8Cbga8DB4EycAi4DXhNG++/k/azNW4A/k/gJ8AoMAY8BPwxcP5iKw6EwK8D/wQcBaaAx4H/BfzMErYH8SiLfwV8BngCmAAmgceATwKvbmMbd3L6Mbkc+CjwKFAERoAfAP8R6FliXReyFXgv8F3gMFABjgB3EWfB3N7GNqb3YX8bZa9vKP/xOa99PFn/voZ1f91QvvFxfUOZ3ZyeaTMP/CbwLeBZoJTU7+PANW3Us9v7JCIiCQ1rFBGZbSPwaU4POLYDr08efwL8zjJ81rXA54Edc9Zfmjx+gziNfru2Al/i9BPy85LHm4E/Av5iEdu8hjiwu6jJa+cnj18Bvpxsf7zN7f52Updsw7qe5POuAd4CvIo42FgO/xr4U2BgzvotyeNa4HeBdwG3LtNndsIu4IvAVXPWn0t8DH8FuAX4zx2ul4iILIGCMxGRGRngs8DLiYOCLwFPEp/Q3wQ8Pyn3LuBHwN+ewWc9l7hnbjB5PkF8kv0I0E8cHL4w+Yx2gqle4BsNdYyAfwDuTpZfBNwAvJvZAdFCXgXczkwv1sGkzvuT55cAv5DU93XAHcDPEfdILeTXgT8AasRB3Y+BKnAlcfAbEh+fTyR1PlPvAD7c8PwA8X49Qxx0/wviHqk+4mPdSxzIraRPAw8Q98ROXwj4O+CeJmUfm2cb07+vVwHHiNPW7ye+wPDzwMXEI2TeQ3x8378cFV/AcuyTiMj65u566KGHHuv5sdtP9+fu3jOnnLn7nzaUeWSBbd7ZUG53k9cDd/9hQ5l73H1Xk3K/4e51d48ayr5/ns/844YyJ9z9pU3KXOvux+Zs7855trfT3Y8mZWru/k53D5uU2+Lu32zY3gfbOCbu7nvd/ZIm5X7G3YsN5V4yz/bafTzf3csN2/uwu+fmlMn67LatuPsL5tnetP1tfPb1DeU/Pk+Z9zeUeWsb22z8fZ1uxy+5+9CccoG7v6+hbM3dr07pPumhhx566JE8NOdMRGS2vwf+HfFcrUZOPBfqQPL8YuLenaW4kbgnC+J5Vq8j7pWa6y+A/0Y8B24hG4G3Nzx/M/C9JuW+D7yxje1BPAxuc7L828Q9SfUm5Y4CNwNPJc//A3FP2kImiI/BI01e+w7wPxqe/29t1HUh7wFyyfKXgH/P6T17VeCdxHMKIe5Z/IMz/NxOMGAv8Abi+YqNIuADxL2PEPdGvqdzVRMRkaVQcCYiMttCJ+VV4uFw016wxM/4Vw3LH2bheVV/SOt5XG8ACsnyt4GvLVD2G8A/ttheD/BryfIB4M9alJ9gZujlEPCyFuX/ijixyHw+27C81GMM8TDFX2p4/nstyje+fjNxspa0+yBxwpr5vJc4UIN4COrwitdIRESWTMGZiMiMZ4E9Lcr8tGF56xI/57qG5dvmLRUrsnCwtdjtAXyuxesvYWae2TeYOblfyJ6G5atblP1qi9eX4xhDnFhken7dg8DDLco/Spw1E+KepmvP4LM7IWL2xYJmDjAz5yukveyNIiLSJQrORERmPNlGmcZerFbD95rJA+cky3XiBAqt3Nvi9ec0LO9Zhu1d0bD8azRPhT738fcN79nSYvutjvOZHuNpjcflJ/OWmu3HDcvNMlSmyT7iXstW7mtYvniF6iIiIstAwZmIyIxSG2W8YXkp/0Mbh5WNEQ+VbOXYIrZ5fBm2t6mNbSykr8XrrY7zmR7jaY3HpdU+Nyu38Qw+uxPaaWuYvU8a1igikmJKpS8ikn7tJPBYzu01fjd8hfiG1ovRTm9gp3nrIsvynjRa7t8fERFZIQrOREQ662TD8iDxnKhWvWeterIat9lOr1erMo09Mo8Bf9zGNtPoRMPy5nlLzdZY7uS8pdoLeHrb/MylareHs7Fc2vdJRGRd07BGEZHOKjOTdn76ZsutXNHi9cYEGq3KtlOmMcX9dfOWSr9HG5bbzfrYWO6nTV6fnuPVzly4c1oXOSMX0HoIKcDlDct7m7yepn0SEVnXFJyJiHRe4z3IfrFF2V7ie4It1/ag9b3D/pmZ3rwXAle2sc00+iEz+/E8WifDuICZ4KwO/KBJmcPJz4207o27oY06Nvaahm2UbxQSp8dfyFnMZM+sEx+TudK0TyIi65qCMxGRzvufDcv/noXTxf8eMNBie/8fM0k2fg549QJlXw68ssX2xpi5eTHAR4mzTLYjTfObJpl924D/1qL8LczU/wvENwifqzGb40KB8IuAf9Hi82D2zaOXkoDkvczcZLuZDzLzXf8lmg9rTNs+iYisWwrOREQ672vAj5LlYeDLwM4m5f4N8U2xWyWmOAH8ecPzT9H8Hl3XAJ9pY3sAH2Amy9+LgTuACxcovxn4d8w+0U+DPwQqyfIvAn/K6cFMFvi/iW/mDXHPz/81z/Y+37D8X2iebv/FwBdpr9eocZjhy9so38iBS4nbdHDOawHx7870zcQj5g9O07RPIiLrmhKCiIh0XkR80vxd4l6xFxGf0N6W/Own7v26ijiwuBV4R4ttvhd4DfEctk3Jtr/OzDC2q4mHR4bEgcjvtNje08AvEd+/rB/42aRu3062eYL4RtXbiYc9XpVse7LFdjvtfuJ9/XDy/LeA1xP3Ih0CthH3Bp3X8J7/xPz3i/tcss3nJ++9l7jnci/xENRrgVcwEwz9fov6fYe4p2kIeC3xDbq/xex7vd0GHGzy3ruIj/nNxPc8u434HnIbgZ8HLmko+4c0H9KYtn0SEVnXFJyJiHTH/cQnrp8jPiHuB35lTplJ4K20l6hhkni44peJA7Eg2f5r55T778S9bK2CM4hPqK8BPtmwzZclj/nc38Z2O+0jwBRxr1k/cC7Ng91J4F3EwfB8qsQ9bN8AziYOUH91Tpki8G+BZ2gdyEwRB4MfJR5SeSOnzzF8gOaBTBX434HbiefKva1JGSdu8/cuUIc07ZOIyLqmYY0iIt3zXeLejfcT91ZMJI9HiAOJK4HPLmJ7h4l7Of4tcVKP48TZIfcTD3W8nngO22I8TNyzdyPwF8Qn1SeIk0tMEPfYfCnZ7vOBlyxy+53yV8QJP95H3ON0lDgoOUac+OMDxMM2FwrMpv2UeF8/yEy7FYl7mj5EnA3zbxdRt1uJh/99Cng82Va7ngZeSjx38bvAEeLe1gPEcxtfAry7je2kaZ9ERNYtc18r99gUERFZ83YDTyTL/0wccIuIyBqhnjMREREREZEUUHAmIiIiIiKSAgrOREREREREUkDBmYiIiIiISAooOBMREREREUkBBWciIiIiIiIpoFT6IiIiIiIiKaCeMxERERERkRRQcCYiIiIiIpICCs5ERERERERSQMGZiIiIiIhICig4ExERERERSQEFZyIiIiIiIimg4ExERERERCQFFJyJiIiIiIikgIIzERERERGRFFBwJiIiIiIikgIKzkRERERERFJAwZmIiIiIiEgKnFFwZmY3mtleM9tnZu9erkrJ8lNbiYiIiIik25KDMzMLgT8DXgtcBrzJzC5brorJ8lFbrS4KpEVERETWpzPpObsG2Ofuj7t7Bfg0cPPyVEuWmdpqlVAgvbookBYREZHllDmD9+4CDjQ8fxp48dxCZvY24G0Alstdld229Qw+UlqpnThBfWLS5qxedFuFZK7qs8EVq6fAlE9S8dLctjoVSAOY2XQg/dB828ller2Q37Bi9RQolUeo1Iqz2qohkH418d/U3WZ2u7vP31aW9wJ9K1vZda7EJBUvz/27wsxuBD4EhMBfuvstHa+ciIhIC2cSnJ325Qf4aSvcbwVuBcifc7bv+E+/dQYfKa0c+u8farZ60W01FGzyaws3LW/lZJbvl77SbPWiA+lCbohrL3vbSlRREt9/6NZmqxcdSBfo48X2yhWpo8R+4N88bd1SAmkREZFuOJPg7Gng7IbnZwHPnFl1ZIWorVaPRQfSg307T3tdOmLxgTS9namZzLWoQFo9nCtvuXo41VYrb762EpGVcSbB2d3ARWZ2HnAQeCPw5mWplSw3tdXqoUB69Vh8IG0bFUh3R1uB9DT1cK685erhVFutvGZtJSIrZ8kJQdy9BrwD+DrwMPAZd39wuSomy0dttaqcCqTNLEccSN/e5TpJcwqkV4+WgbSZvc3M7jGze6qUO1QtmUPJq0Rk3TuTnjPc/StA04kzki5qq9XB3WtmNh1Ih8DHFEinlnqkV4+WgbR6OFNBQ4VFZN07o+BMRJafAunVQYH0qqJAenXQUOE1TPMDV95yzQ/sVltZJlzye71WX8aarLyF2krBmYjIEimQXh0USK8a62KocDAw0HR9ND7e4ZrM75g/y0/Zg+PUiU573cyMOHHLTUAReKu7/3ihbWp+4MpbrvmB3WqrcHjTkt9bP3Z8GWuy8hZqKwVnIiKy5imQXhXUw5kC7s5efsIL+FkK9HInX8TMLpuTmOW1wEXJ48XAn7NAkh0Rad+SE4KIiIiILBclr0qHUU7QQz+91k9gARmycHpilpuBT3rs+8AGM9vR8cqKrEHqORMREZFUUA9n95WZokDPqedBfB1/15xizZK37AIONRZS8haRxVPPmYiIyCoXFAozj4GBUw+RZTI38UrbyVvc/Wp3vzpLfmVqJi2Z2Y1mttfM9pnZu7tdH1mYgjMRERERASBPDyWmTj2P4oQgcxOzrIvkLWtBw83dXwtcBrzJzC7rbq1kIRrWKCIiIiIADDLMFBNM+SR5eqhRBbh9TrHbgXeY2aeJE4GMuvuhudtKu3DzwtkBV1sGwHmcurk7QNJmNwMPLfgu6RoFZyLSXWbxY5r77J/SfWYE+Tw2MIDlc3Hb1ON7yni5QjQxiVcrXa7k+jb1yuefWj58VfbU8tl3TM4qZ3fd27E6rXfB5Zc0Xf/bn/9c0/WfOnbtvNt65trOpdkPLOBiv5Kf8G0cJ0OWstceNLPfBHD3jxLPC7wJ2EecSv/XOlZBWSzd3H2VUXC2nIwmI66lU9wds+b3Xpz1WhBAdPp9W6SDzKAe/7FUh/PU8wFRzghqjtWcoOpkR0tdrqQAEIRYYAQbhqhcuIPKhhxWd4JqRFB3MmNlgv2HqJ84GZdXUC2y6m22HWwmTr44fT+mJCibXnbg7V2pnCyWbu6+yig4a5PVjaBsBHWwmhHlHA+hXohmfu0dBWhdNB18ecNV/VOv5ZOJyO4KzLrNjCgbYkEEgVHanKXaa9TzEFQgW3RyE3UyxRCrRTrZ7yYzLDCwAAp5KsM5pjaFWB3CihPUnQKQz2ZbbkpERLpC8wNXGQVnbQrKRuGYMXAgwqKIsd0hU9uSk3ydO6ZL5HitNvPcjCCXg8DwqYbeGPWgdY1nAjw0CI3i1oBqH0Q5CKfAAwhqAdlMQBA5VtcfWFeFIRaGeF8Pxc0hxe1GZgryI5CZgiicMyxVOqZx2NwzPzPzdf6RX/5/Ty1/6qbZQ+X2v/9Fp5ZzX7t7BWsnIimhm7uvMgrO2pQ/afQfjHvJjlwVYO7UeyMyE2HcewbNO46l84K4ISyfj4diXXYWUc3JjJVg7xNxUCZdFeXiNqjnA0auqGLlgOxIQHY86f0MIKhFWKTArJssDAnyechmqG7uZfQ54OcWmTqZh30heNKWQaAeThGRFHL3mplN39w9BD6mm7unm4KzNmUn42E8oxeE1Iar5IdLBAf7qA3UsaopMEsRM8OB4MLdTJ01wOSOLD3H6wTlmu4dkSJuEGWNgS3jjB/tJ6iG1AtxbwwQ95jphL+7LIAwhEyGam+G6nCd87ee4Ck2Uiv0ks0Q94CKiEhq6ebuq4uCs3Yk5x6l4YCpK4tkDvRQH+nH+yKstwajmm+RGg29YpPnDzFyQYYoC2E5IHcyjIOz6SFYOvHvHgfPGFHWOGtolEdGegkqUM/HAVtcxiFCd2PsIstlseEhot4C1YEQwjr1KMCJezc9TNorl8WyOfAIr9f1t7WCMmftOrU8tbXv1HLh2EyQ/JOp3aeW//qcb896/xWXzGR13P61FajgOpM579x5XyvubH4T8Mb2aTS3rRrdNPzypuvrJ0/OXzkRWZUUnC1BdtzIn4Diy6aoVcPZU850TtJ9yTwyqzm9hyM23LaHiddeQXlTLv6Fnz5x1HyzzkvS5lvk1HtCShsC+qIAL4XkxqC0BYggqEGtP0dYqmHlugK0LgkG+imfu5HSpiyT2wMsV6EWxY3hWagXjFrB8N4CwWA/VGtExeLsOZ8iIil1JvcxG/vqBQu+Pvjax5a87fXqTNrj68/sWfJ7b9h55ZLfuxIUnLXicZbG7IQTlp36ZBYPZ162wKFmeMY1tLHL3B2qNfA46Cpuy1DaaAyWSklvjGE9PXilEgdoSgjSWUlgFmUCqv0ZSkMh5WGjEoVY1QiqTpSJe9Q8jOcyWT0krCvDZtdks1SGMpQ2xElbLHTqHv+ji0InyhhRaES5DGE2G1+bMkXSIiIiS6XgbAFB1ciOB2QmYeixKeo9IRu3j3FyapjseEg2W6d2sBfPetxjplT63RV5MqQqIhweZnKHURmOG6OeBQ8M6+/DR2qnpdqXzvDQ8ExAeSigPGyUh52papagFBBWkmFyGahnjShjBJk4mAsqCs46JejrI9i6Ge8tUN7SR3FzSHmDEeUhmshyhEGi8Sy5smHTzRIQz01Tj5mIiMgZUXA2HzfColE4AhserzJyUYFjP1vhDbse5bMHXkR2wjk5kccC8KzHSUGka9wdr1YACDdv4vH/8BwyzxulPhHf36xWMKoDxuTlO+i9p4KPT3SzuuvLdI9ZLqTWE1IdyHD8CqPeV8dD5/j9W9j4MGzYW2Rqcx9RFiZ3BORH6ljkmOYvdVSwdTMnXrKD4raAWgEqw069p05QMfJHQoKDGawWJ24JasQZNYMAshmsXj+VLVWWx9w5TeXdm04te2amlzJ/cubv5KM/eNmp5V+7Yc+s90/snrnQEQ4Pn1rW3CURkXRQcNZEUI0Ds76DMPxomSNX5bGXnuTSoVEOlYbiG1JXIfdEgejiCaLJHFTD1huWZRdVqgBYNoO/9AqOvrCPsQsioqEqlQMD9B2IT16yxfim4a77MXWW2ak5fpWhLBM7MxR3GPWtZexElp6jIYNPRvQ+WyUo1YiygMUjU6OcEVUCrBppxHAHeW+B4raAibMjPOt4Tx3LRkRjWTJHA7Jjs8ubx5k3CeLMjtPZUkVkdSp5kQe5mzIlDKNG9bQyZnY98EXgiWTV5939g52rpSyGmX0MeB1wxN2f1+36yMIUnDURFo2+Z+Ies2evyXPVLzzAWKWHe/eeA5ERlgLCqhOWjd7eMicnc92uMgC1kyNUjxzFzB4mznN3q7t/yMw2An8H7Ab2A//S3dfGZdKojmUyBP19HH1eL6PXlLj6/Ce5+4ELGHg8YPin8ZdKpuzU8za7F0bzmFZeQ3A2tTnD+G6on18kn63D/jwb99YZuP8oAN6bJ8oTJwSpxlkAo2xAUNEcppUWFAoEmzfhhRzFcwcpbnNse4loKkM4konn3Y4bvc86ufGIes6o9hv1XDLnrCdDNNCDBRYPbxSRVcswLuJyBm2Ymlf5Z76EmV3m7g/NKfptd39dVyopi/Vx4CPAJ7tcD2mDgrNGboRTxuAT0HOiztErcmx9xUEOTm7g8X3b46GL04n+wni5UstANSAoBUSFqLvzzYKAcMMQ1WcPX2pmA8CPzOwO4K3AN939FjN7N/Bu4Pe6WNNl4clJf3jOWYxfvpXJV03gIwUe+PrFXPqhB/BaDa/XZzWJa8hVZyQ9lFapEfVkKQ/nGf+FcXYMxsNJJz+9g033jWEP7IO+Xqy/j2iwhyh08mNG37NxAEB/gIcZgmo9vu+ZAuoVEWzexMSVuyhuCZk429h8xWFeuvUJvnHgYuzeYTbsq5Ip1skdHscmpqhv28DIJf3Ueox6HsrDWerZgFw2JDiZh8nJbu/SmlHZNTzr+cmL8jOvDc78P8uPzPynyx2eub3L/7H/5lnv33rx0VPL1ct3n1oO/nltXK/rtGM/s3Pe1879jZ82Xf+x21/VdP2B12ycd1uT113UdH3hyz9coHZLk7ce8vQAkLEsoYfUiHYBc4MzWSXc/Vtmtrvb9ZD2KDiblgRmvYeMgafK1Ashz339IxRrOe5/5Gys0nBSb06t16gXoHy0l74nMpSHvesBWmZokCAX9+K5+3jSg7YLuBm4Pin2CeBOVnlw5vUIr8W9Ys++egcX/epeDtx3IZt+FLJ5z1icyrvhRL7aY1gd+n/8NF6vY7ksXip3q/qUokkmfWzt9nK6gxmeDSnu7GH0vJDrzn6Iuw7upvrwIOc8WiI8Pk6UzWID/XhPHg8DMlNGbszJj9SZ2JHBLR5m7GZ0a7Dcg098kYniYczsgenhIGumnRJeyFHcElLcbpS213jexmd56cA+7u45l/KI0/vECFYsER09Tr1YJBMGBLV+3OIkLrV8AA5hKUMQqOdMZK2Y8knq1AB+0OTll5jZvcAzwO+6+4MdrVwHLJSe/Yb543KRM6LxQglzyI8Yw49W8UzAyL8ZZyg7xf0PnoOVZx8mz0B5g5GdACvU8RAsgqg3PVf1kyskLyD+h7rN3Q8BJD+3zvOet5nZPWZ2T4XuBS6tuHs8Kckdf+kVnHhBnXft/Dq9T2UYfmQq7o1p7GExIzcZkZuIoF7HBvqxnp7u7QBgZhToxd0vBa4F3m5mlxH3an7T3S8Cvpk8X7XqhQxjZ4eMP6/MlQNPMXmkj53fqpLbdwgvThH09RIN9hL15vBsSGYScuNOdrwWD5vLW5xl071rNzbeuflKegqnXdFeO+1kRjTQy+RZRvHCCtnhMo+ObuFTh6/hwMFN5EfrWLGEl8pxNlSAao3cWJ3CSSczBfWcUR4MqQ5ksYyCM5G1oOY17uMu8vF31ZzZpvwYONfdrwA+DHyh2TYazyuqKT6vELVVmqjnLBGWjIGn4l6vp24Iee8l3+SP7r8Bq9tp6fE9cMqbI/LHAoa/l+fE1VWsEuCFOlbs/omJmfUDnwPe6e5j1mYSDHe/FbgVYCjYlNo5/dP3KbNsjl/4y39kUzjBLQduYvdfP0Y0Mnpaecvl6Pni3WTOPZsjN51P4WRE39NFbHSsa8Pk8tZLaPGf35rr5ZyeZ2bGict6yL/mKF9+7id5/Wfexbl31sj/4314Xw82NIj39+JhGCeTcGfoyTgV+9S2HMVdDoeMwgjxkMYuBWfDA+dip6ckWf3tBBCEWGCUdvTSc80x3n3RP/JPI5dy555LOfzsTjY+4/TvO0F09Hg8RLgSZ0T1yUl6nxwjd7JAZTjH6O4slSHAMvT1FLq7T2vM2HmzLyRd8KszQ+V+tP+cU8u1R2fK5Rvu43rv92YPh7vhFT8+tXz/wBWnltVq0ijyiPu4i+2cw7McOO31xmDN3b9iZv+PmW1292Nzyp06rxi0jak9rxC1VZqo5wywyMiNxPdVmtiZ4T/e8CU+ceAllI4mX3ZNfkWjrFMZcnJjTu8TWTadexLLdr/nLJmH9Tngb9z988nqw2a2AyD5eaRL1Vs2dtVzefI9V3Ntz2P84cM3MvqBc4gmi6eXM2M6OK0fOszWOw4wckHI6EV9qZm/dKa9nNXa6fvdNWZE2RAPA+r5kBNX1tnYU+S2sRew7YdRPDwuDLD+fjwf95YREAfbkROWHKvHcwPreccDCCqOlatYLR3tlWirnVLNLE7gYQHVvoAXbj3Irw4e47L+Z8iOhAw+5gwcqGEnRomKRbxcPhUge6mMjU6QOTZOZqpOlINav1PtA1fPmciq5u48xD30McC59pymZcxsuyVfrmZ2DfF/8uNNC4vIoig4A4KKUTjqBDVn6qYx/u7g1Tz5yPa412z6xtLN3leLhzPiEAbdP3F0d+onTgI87O5/0vDS7cBbkuW3EKe/XdUqwwVqFxf5yOFXUt0zTO6uhxe+sbTFv+peKlPri+egEXT/139uL2e773P3W939ane/OpvpXbkKLoGH8VyzeiHk0kufJjDn0/uuYui7T+JPP4v19eIDvXhPDg9n/ris7gTVuPc6CsHzUTznrOZYtQ711XkhL7VDRSzAcjmskMciOFgcYk+5zP3ju8ifMHqO1ciNVPDq6Wm0yWbxvh6iwR7KG7KUNjmVzTXKGwzPZU8v3yEP+j1MMIKZPTC9zsw2mtkdZvZo8nN4oW2IrHejHOdZnuIkR/m+38EkY5jZTWb2m2b2m0mxNwAPJHPO/gfwRnfdlDKtzOxTwF3AxWb2tJn9erfrJPNra1ijme0HxoE6UHP3q9fShPjMpBFWnfGzA3ZuGGPf/m3YdFA2Z0hjo3oePIBan5NpDM4WeM9KKj++n6hYBHiFme1JVr8HuAX4TPLH+BTwy52v3fKKcgED/RM8+QfP4fzHDtIqNLZshnDLZiYvj2fwBrWVr2MrC/Vyuvuh1drL6ZmAei6gPBQyGNS5797d7LoToomnsN4eGOiLe8wah9tOZ94s1SltylLcFhAOlqgXMkSZJJDufizdqO12SutQEQtDrLcHy2axCPYd3szHB6/jrifOZ8dPa/TddxAvl4lGx09/b6FAdUs/leEc42eFRBcUef6uZ7nfz6E+mO/afel2ci6jHKfIrDpPzw9cNdlqLTtze5aeY7P/WV019NSp5c0Xz2TFfPSjl5xaHt/dOEhx9h/OicrMxZxq/8xrGta4NPnx+S8KNrZVo4dHL266vrFt5jr5nOanazsWqNtSbbDNvIo3nHr+A/8mY37iK41l3P0jxKnZZRVw9zd1uw7SvsWc7rzc3a9096uT52tmQrzVIKg6xbPqnCj2YFPh7N6y+c40zKnn4vv/jBR7yOaTL9EunX4VLjiP3Nln4e6XJ211pbt/xd2Pu/sr3f2i5OeJ7tRw+fQcnKD67U307DuKH2+4JjBPb5hXa9QPH6X3rn2UzqoyubO7KfXdnRKTsAZ7Oa2hh2vf8c3kj4XkRmvY9i2wYRDyOQiC2TcEn069X63jBrUeuHD7UeoFJzfepOem+1Z9OxEYlslAPoe5U53I8cjoNmojOQpHK9SeOUT9+Am8WjntrZYJqfVlqPQHVAdg68YxLh86SDhYIcp1b1jjsG2Zb37gJ5LlTwCv72SdZPHMbL+Z3W9me8zsnm7XR0Skk87kWvSa+cLzDHFWuKxTLOUJStY6wHIjU4x73HKjzvVn76OSkptRrwdWi8gUiYdQtTOMyiOCwX6ql+9mw9ZxqgPdvWfWSHSUKhVIejmTx03EvZyvNrNHgVcnz1cVq0cQxX9Ak4f7yI1CUIuobhukPtRDlMvEwxmb/PexekSUiXujrxg+iGcgc3yqq2113+Ofo1g6DrOHg6z+djKLg2IzgooTjmZ46sQwmbEQNwgHBgh6eqBJanzv72X8rCyjFwaUtkaUqhkeGd9GfTwbD01Nl9U/P3B9mntBWERkXWg3W6MD/2BmDvxFMkxn1heemc2buAB4G0A4vOHMa7wC6gWnntzXs3S8B/ojwomAKD9/hGZ16DliWOSMPseZqmehlK5xV2uWBUS5DNV+KO0ephAG8OTB+LUFTuLrF+xi31sDXrtzP19/YkNn6jqP4XArg7aR0ej45U1efmXHK7Rc3E8l7jCH/JEMFkFxa46w4uTGamTGK6dnXjSLA7bIOXmJ8fyXPcqXH38uQ3uBffuxndvj3rYuTGe6/Pxf4vul44xNPjP301dvO00LAjAjO1mj70CWqfIAvUcMzwSwdRNBqQLHjhOVZg/dqm4b5PiL6jz3kgOMlQscHetnz1NnUziUJZycbDnMOI0av6sKpGsep8haMM7JY9/wzz7ZsGozcGy+8mkQLjhudF+nqrGY43Tucnxgk7Zaan06ZuG2amXF2nKhYzVvW7UbnF3n7s8kAdgdZvZIu7VqnG+RP+fs1My3aFTrdSqDAfkjIeUdNTInMtT7IxY6w8gUjXDKKQ0bGy46zvcOnBcnEJGV5xGERr0HKoMhuUJuwTku03OU671Zdu04yd1//gIufGAiPjFNScbGtcaiOJFH/iREWZg4K6T/YEQUztNSHk/yrA7mqG6IOK/vOA/e+xwGDlbioCwTzkoeIsvLqhG5UcdDIzvuYOB9ySyk8PSes1pfhsHt4/zitp/wo4ndfOPExUQnc2Qm4qGpKdPW/MBUzQ0MZn7Xo/zs3/t/OjqTPW/vT3edWj4/P3PcJ3fOXCicOG/2nLW7Hrjw1PJAQ7mBM6juCmh2QfgUBdKrk7tvaXxuZveoZ7S1bhynuW3V7fqsVks9Vm119bj7M8nPI8BtwDWspfTs5tT6YOhRoG7UhmvQt0DGCDdyY0Z+LGLiXNg1OEbppKZTd1J4fJyND0WMXBAydVbfvOXcPc7i6E6UCzhn4CQDT1XIHFTG35ViDkE9IqjEQ37reSjucOpZWgZY5Y1ZGKqyNTfG1p/UKDw5guWykM2kIrvmWuLueK0G1VqcITMHtUIcTFvkWKmKVWszvZxmWD5P0NtLvRDQm6+wKTPBVD1L7UgPfftD+g5FWLHU3R073eqfH7j+XOfuLwReC7zdzH6u8cVZ2WrJd6eGIiIrpOXZjpn1mdnA9DLwGuAB1tgXntUAg74nMlxx8VN4teHQzLmGGpaMTBFqhYDqhvhqpVV14thJtf1PMXj7HqaeP8XIhQt0AEfxCajl89R6A87vO0ZupEx0ckS9ZivFHatGBJWIypBR3hRR21IhNxGRmaydfr8ys/i+Zj0ZDr3MOWf7CZ6Y2kL/Tw7CiVFsw5B6zVZCvQ5TJXxqKk4I0mdUNji1XsOqETZRxCeLeDW+UGW5HOHwBoItmygPhezoG+P87DFGKwU23mec/dXjbPreIaLDR7u2S/f7D6YzNa6p+YHrzTwXhEVE1oV2hjVuA25L7jWYAf7W3b9mZnezhtKz58biq8XFnc5opYAVQwh85j5nSYAWVI2ew8bQ41WmNmV4xZUP8Z0nz49vMqDzx47J7NrJxJW78FEjO5Y0zpxgK6pUIYqD570fvpxd5xzjb77/Ei4dOx43p4Y1rgz3OODKBBS3O56B8HiW3FiFsNxkyJsZUU+G8nCWq6/Yx/FSH197+DIuKT0JFg9pPC27o5wxjxyv17EKEDlRDqJCRJQNscjxUinpVUvmEIYh5HN4b4F6HoZyJTYGNSpRhv5na9Qf3NvdHQKeby/mBz7BmJ84o/mBDfMtujO3orHz8ba/mf3abc3fMitp+zcW/5EPNl+9kvvfdL5FchE4cPfxhgvCH5xvI3PmxnS+vW777LwvfXeetoKvNl370B8t/uPntNtK7f+yzGNq4tbWRYT0Hae01SfNlnSsWgZn7v44cEWT9cdZCxPiE5aco3suYv/jW7Gg+ZSDoGz0Ho6o9QQc+dkaVQ+oHC8oLusw7+thYldIdgTy4wtkXjQj6O8nN1Rmqpphx50BNj7ZrbsdrCseQm1bBRvPUDgekhmvxPOR5gRZHhq1QkhpKOB3d32N33/sl+h9qAC1GuTzcaBnzbM7iqyE6fkW631uRZf2v+kF4fkKN86NUXutrv2fO5dQmkvbcUpbfdJsqceq3YQga16UgaAK1lOn0F+m/HQ/HvhpvWHZcaMwUuPkRVl+/gV7+Pqjl2I1U69Zh0X9eaa2GLkRyI7PPz/QMlmCoUGCwDl5op+Lv7CHaI3NXRovHpq4454PdL/bopkvzyy2k0XoJR8DiG/79vD0ymeXtUZLvbK8nBmwJpdYh+VVByaS5R8kj8TDTYozmTwAHoKf3AqfBODDC31KN3qeVuoqv3TAfBeERUTWC/O5Ka1X8sPMxoF0nkSmw3KcyJy7UJaddpnZUeJTse6fRKZTmtpqVV0t7aY0HKs01KFTVvu+rvb6n6nVtv+rrb7Lbb3vv8ha0emes736xzG/NP1jdfctaapP2ujYiKwL6334zmrb/9VW3+W2KvbfzG4EPgSEwF+6u5L0JMzsY8DrgCPu/rxk3Ubg74DdwH7gX7r7yS7VT23XBjPbD4wTj1GpLfZ8cW2N7xIREVkm631uxWrb/9VW3+W2GvbfzELgz4hvk3AZ8CYzu6y7tUqVjwM3zln3buCb7n4R8M3kecep7Rbt5e5+5Yrd50xEUi31X8gpkoZjlYY6dMp62lcRae0aYJ+7P+7uFeDTwM1drlNquPu3gBNzVt8MfCJZ/gTw+k7WqYHarkM6HZzpi3phaTs+aatPmqTm2KyGq6VpkYZjlYY6dMp62lcRacsu4EDD86eTdTK/be5+CCD5ubVL9VDbtc+BfzCzH5nZ2xb75o4GZ/qiXljajk/a6pMmOjYia5eZ3Whme81sn5l1ZQhRJ5nZ2Wb2T2b2sJk9aGa/lazfaGZ3mNmjyc/hbtd1PuuwzT5mZkfM7IGGdauhvZrlttbdbVYHtV37rnP3FxIPAX27mf3cYt6sYY0iIiKJdTqvogb8jrtfClxLfDJxGSmZ69LKOm2zj5PSuUktPA2c3fD8LOCZLtVltThsZjsAkp9HulQPtV2b3P2Z5OcR4DbiIaFtU3Amsoqtt6vFi2Fm+83sfjPbY2b3JOu6dmV5rbfVWuh9Say7eRXufsjdf5wsjxPf6m4X6Znr0sp6bLM0z01ayN3ARWZ2npnlgDcCt3e5Tml3O/CWZPktwBe7VA+1XRvMrM/MBqaXgdcADyz8rtk6Fpyt9ROTdix2GIKZ/X5yvPaa2Q0drOe6b6u50nain3z+erxavFhzsyV15cryOmmrVd370mBdz6sws93AC4hvS56WuS6trOs2a5D69nL3GvAO4OvEFwE+4+4PdrdW6WFmnwLuAi42s6fN7NeBW4BXm9mjwKuT5x2ntmvbNuA7ZnYv8EPg7939a4vZQEfuc9ZwYvJq4n+ad5vZ7e7+UCc+P0U+DnwE+GTDuukTl1uSQOjdwO8lJzVvBJ4L7AS+YWbPcff6SlZQbbWgl7t7442nm7ZdB+tz6moxgJlNXy1WW83vZuD6ZPkTwJ10ps3WfFslJ4PTJ4bjZtbY+3J9UqyTx3yp1u28CjPrBz4HvNPdx8yaHYpUWrdtthq5+1eAr3S7Hmnk7m+a56VXdrQi81DbtZZ8z19xJtvoVM/Zuhty0MwihyHcDHza3cvu/gSwj0WOWV0itVX7uj2ERFeLF9YsW1K3riyvq7Zapb0v09blvAozyxIHZn/j7p9PVqdlrksr67LNmlgt7SUiC+hUcLauTkwWab4Tl24dM7VVc2k60Z+mq8ULO6NsScts3bTV3N6XbtdnCdbdvAqLu8j+CnjY3f+k4aW0zHVpZd212TxWS3uJyAI6MqyRdXRisoy6dczUVs1d5+7PmNlW4A4ze6TbFUJXixfUmC3JzKazJR02sx3ufqjDV5bXRVst1PvShWO+JO5eM7PpeRUh8LF1MK/iOuBXgPvNbE+y7j3Ec1s+k8x7eQr45e5Ub2Hrsc2SuUnXA5vN7GngfayS9hKRhXUqOFsXJyZLNN+JS7eOmdqqiZSd6E87dbUYOEh8tfjNHa5DKiUZkoJk7tN0tqQPMnNl+RY6e2V5zbdVG70vnT7mS7be5lW4+3dofmEOUjLXpZV12GapnpskIkvXqWGNGnIwv/mGIdwOvNHM8skJ3UXEWV9WmtpqjgXSonZ1CIkyJy1ovmxJXcl6tU7aarr35RVJVtM9ZnYTKck0JiIishqYe2dGrCVf0n/KzJCD/9qRD06RxmEIwGHiYQhfAD4DnEMyDMHdTyTl/zPwr4lTVL/T3b/aoXqu+7ZqZGbnE99EEOLe5r919/9qZpuYp+1ERERERBarY8GZiIiIiIiIzK9jN6EWERERERGR+Sk4ExERERERSQEFZyIiIiIiIimg4ExERERERCQFFJyJiIiIiIikgIIzERERERGRFFBwJiIiIiIikgL/P403Fdb/NKfDAAAAAElFTkSuQmCC"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:21.666631</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pdc9fed82aa)\">\n    <image height=\"44\" id=\"imagefe825c1d9f\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m47eeceba24\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#m47eeceba24\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#m47eeceba24\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mb34ba93f68\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mb34ba93f68\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#mb34ba93f68\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8362c2581b)\">\n    <image height=\"44\" id=\"imageebd32684c5\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAsCAYAAADl06/eAAAF3UlEQVR4nO2az29c1RXHP/e+9+aN55c9/h0HN6hJiCDBFERbFRZVqdoFlegeFhWLSqy666J/Q/+FqlI37NmUFUJUFVBFagOJEjm4xoAD9Y/JjOfN+M37dQ+LsZ3IsceTCOZdV/lIbzG6947OfOe8c88996hfFd8QLEQpBYDI0eZJkqLLJZqvXWby3w3k868Gzs8bN28DDuPMzpDNjtO6VGXy/TVMs3WseMrRhDOaxovTFC/UKW71cFbuYILOiK0+GZ23AYfJ5iZoX6yy+SJIrTJ4suMQ16B1CTZfcGlcLqOqJ6zJCbuEzjLuXqkSLGqmPlGobjhwusQJtTVBJ4poNiN8tU1yZmI0tj4k1oQOpRSqVMKJhUIbyhspkiQD10gYMnV1G9HTqNQhDmo4nSY2Rml7PFpr1OQEhcAwtm3wt0OITxA6TclufYa/Y/A6MHEbdDD4LcgLKzxakhRdKtH86QL1D9fJNrfQ1QoSx0fOV0qBVojpf975oUM4J5z98wpmd3eElg+PPR7taHp1Ree5BVh6ColiOC61EwGlUW7fT5wQsrJh+U/n4cIPRmn10FgktIMpKJKKJiu5kCRgzPHztQLHAcDfMahY8fLPbhJcqOFMT43I6OGxQmjlOCilcENh/GYL78YXD7V+8lqT+k3Fb6eu8fUrsP3Lc/3Nde+xgdyFljjG/OQZ2i89yfR/AvRmE+lFJ667X0BZW2fm6g5/fPd1ygsBjSU5dm5e5C40IiRVj964RiUZkqaQZQ/1FabbRTfajG1oosgFyV/Yw+QvNOB2U5xYaD0z/sgnO/E9woUM75MKc1fty6StSO8AlIFiMzsxd97ncP1DGYFMMX09pXy7gRGxImTsY4VH6yhFZxA84SKl4qN9SZbhNzVumKGS9Ls18DvACqGdnRCdCM2f90jmaqAHm3VUNiG7PWqrQuZrsqnq92nuI2GF0Gb1S0p3dnnr+X+w9toY7d88ezB2VIlURJDL5+m9soTyfZx6HaYniKsKU1BgUVq3T/5CawdJYpydkHfWnyOdTGifcwZ7dZYRTY8RLO5tMfPTxPNV/JbBbyTotn31jtyFVp4L2oFWm+DdeXQxo7toDo7XRyFpSlR36Z5VSJISnpsgeMKnthpSWNuCzcYIf8Fw5C70PtnmFgt/vY6JHc5c2uSrt66gz8wdO7+2HDD/rwTEIAp0Jrir32BaO0h08oFn1FghtNL9eGqCgJkPPDZuzDL763UaL59BPX3+yDXO/xqUVu6CCDoxOLFA2OsfdgbVSHLCCqFxHNRegaj+t484+4HhLxffZuMlw92lcXSljC6V+s9YEeUVSDe2yG7/FwCdCjoRTBQhWdbfLC27pLXmwIK695+X//kZv//dH1BvpjRf7bH9wlMUN+6Nj39uGL/RQpZXkSSGYxIMm8S2R2itUK6LGEHCkMKtdWbeO09cKeIkQu2LmO68R/tJxdaPFIWdKsXlvI0eHnuEhr0Q0s8qzMYmU3/PUJUyplZCbq7g/vgyu3Nl5EqH3vUyRW1XrjwIq4Q+aJrZCyPZdgO2G6AUiKA+/pTFWzVuzz1NoWPfhjcIq4Q+iKl7YeSBcSOYsEflS41/N0KPFQl/sYTxFF7n4Uqro8aOrOMIlOv2r6r2HuW6/TTQCGNbBjeIwCvQvOiRlDQ6NtYdu+/HWqEPZwwPZBDGQBTh9oTMVyQ1q17OB7BW6EEoAUxffCcCr2twdx+Hju8F8RyUX0AUuKHBDY7uAbGFUym0KEgnfMziPFFd4QUpzp3tvM0aiNWB7YHiPoAYKl9HRHWP3bkC9eUE75sWptPNxcZhOXUeLUbQYYpoReorCq2433V6QkNk3ljt0cdhfBcnMvj7icgJV182YLXQct9N9kF6ZzLcayt4Ba9/YWAyzBANN3ljtdAHaH2vqUYpTKfTb3Lc67+z+aCyz+kQer+Qf1/dGuxo9RoW64UeVFPeHzsNgtu/iwyBTQX+47Deo4fFdrH/Lzz6NPBY6BHxWOgR8S1WzllnQPtvugAAAABJRU5ErkJggg==\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#m47eeceba24\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#m47eeceba24\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#mb34ba93f68\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#mb34ba93f68\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pe13e224b8d)\">\n    <image height=\"42\" id=\"image9ad61f8214\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAqCAYAAAAzikzDAAAHQklEQVR4nO2azY9cRxXFf/fW++ienm97HNuJYyGChBQpoKAoEaxBSIhddvwxrPgX+BsQGwRLluwQQZGQQhASiYOTOLHH9vT0uPv1q6p7WVRPMsA4ySrvWcqR3ozmQ+qu07dOnXtuyY9f/aUzJBQ8KHlWk6YB7Y32kyfIJw/gYA+aGmsqAGxSYZNAbpR7P6rZ+v4j/I9X2Hs/svX+nPyPfxH2dpGDPWx3CxcZdGkXUQ39BgBsWmG1ApAngbzTUq33oK7w8D9kOUh2XGHaRE524Ox6hVX7bN/bhaYeYAVfjuGJFiFNAq4CAmlL0VgjeYb2+b//1R1xRze/nlSJuOu4CmlWsXOwBzlf8iLDY1iig2B1QLJjjZKmyvKakusKcWgedZA/VzZJhlr5uTmdcO9kF3uxI96d0J4IZy9fozmJVKfdqGQDQAd9ddlU8XbAA2h0NDriYJWUKr/4Dt0RK8/kgdPf2ealG/fJO0ZYOzh4ELwOgy3paRiOaAUXQIR+plglhN4IaxADV8GDlg/jHEapcHe2HmR23lNev3IHtiOaQKMhyQZa0BdjUOmwtiLuVPS7Ql4LuRaaRanO0BvaJcT9/2XAoH24Zs+cP91/iZ29Fcev1Vz99QJ5NMdjhKNDvA54GEd1D1bRHhSvpGx1FayG3EghucuE9RccagqSjdAZdz44Iqjxwkv3SfvT4jpSgmxlB4wEwxFdKVYrVheddgWr2MiHoRuin3aoiYP2mekHDSLOT268y/JGi29v4dnADPFhW4SLGEw6xJzusOLsprJzNyNeNFujoTGjXQKeQrSVL2KKJDg5mfHW7m0++mkmTQ44/Pg+kjJej6ekh6toFVIrpBnkVnCBqnPCKn21A23zATQLsHVAxQhbie5A8ds38Gk7Gn2GoYg+b7snkGZOnBWd1t7QVURixkW+3As7tCeGrAOVGipOvwvLW9vYVjMqmzegRgtxW4hXI91h0en2YVf++FWajexozLRzozkOvPPpddL9KWLQHZQmSOwb6dg0HoALy1uJOBX0dIV0EekTkvPTDzMFyRldRbQ3qhWsFhPCWqg6CGsvGcmIusNhiN40HtqD9MrhrRP6XUFWa2TZQR+frtMb2ZHsyGqNRqdaAosKjaBrqJcGqqNqw4er6OzsfJjY+3vgF996i9NXehY/uIk9fATzM+gjJPt8+yt4rdikJu63eKXQR+JuoFo6s7sBHDQ5YW2l69ysbgw2bzCiNRnNaWJ6bLxzdpODowX3fhiQtgU3JBuSM1wgyYNijbI8qlg9v028dZXUKhqhmTvNXNBYchJ0XNIxXAuejOosMlXhrU9u8e3DY3jjEev9XXy5gpggKCLyuU0TsFpZHSlpIrSz8l2zExYgCaq1Y3VxLOOheeBQSWKmftTR/GGfDxf7/OrF3/Pxz54n336O/OAYHs+LbpsVXTYnrDJpC/p9YXVFWV0T4kwQg8ncqJ+UrET79FnEOgatHq6iL5x1Ww8y/757wG9eeI3TN1ZI3ub64kX46FNYdagIEhsAtFKmDyZYVSxid+RoEqYPDY1O6Iyqy6PKOWDgPNql5M3N457t9yp++89XefPlt3n8Smbx3cMyyooRVh2y7JDFEp0/YfujRHPquEC6GkmTkmWHtVN1mfAkDrmsSzH8KMsgPIlc++ua5Yczfvfz7zE9WnLvzRr4Du3jSOgScbumPu0JJ0u27swJ6x1cG0gbWRBoj1eQ/fJodWAMT/QGocu0j5X6bzNWNzN62HN2M2C10MyV1VEFz9WEOGP/L/eo5w3tTgAr+iypjLpwH5XbOMc4iN7ky/VZ4trbcJxqzpqK7ipoEsQCqytK3AWrnf0/G/pkTb1owUIh2hw2ntt12AndZRgH0VYcSEhG6BKH7wqThxXL68UTp1bQBOsrRvvCGSevP099lkGgOgtoLLNCjKGnoE/FOIiGjUtwCFCfJbYACITe0QTV0pEoiDj9tuASEHPqU9lkG4yWZBgT0edwJywj2mdCX2O1kBtFHMJaiDGQW8AFMaGZQ+gueOUR6jOMkWgDMUOi0awT1lZYG0iTQL2oeTJvqc8gN5BmwtZ9Qy/c/WAEucZlGPFmo8iJl0c2DwK5BWvAakhTwYKg0UurPsKDEMZY0V8AFyA4aSplmBsgbheSNTle6+im3+d4Zoh2KVVcb0U01mgqk/NCeiH+PA8p22BcGOc+uwSy4U7UiTtCnpTxV7Nwqs11sDHkzk/Ds1HRshl9ZXAT4k4R6zpDe1rSOnHAfLSH4fiJ3rg1jUYzh+7TKdTlso2rEDqnWmZCl5Boo8w54BkgWsyRVCp18thIHyu5htCXsZWfzwRGernxHKMnGvMy1jKnfVyuia2uKJrKcNe1VK/YeEL+yzB6osvssFi25jSi2alWoRAdnfq0/+y67lhJhmeA6HNPLO5on6kA7TcXGLOj0T5L7caM8RO9gYtAMjTZpZ50zNUMz5CPftbxDdFfE74h+mvCfwAXWpVFKD5CewAAAABJRU5ErkJggg==\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#m47eeceba24\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#m47eeceba24\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#mb34ba93f68\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#mb34ba93f68\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p17ab234ba1)\">\n    <image height=\"42\" id=\"imageedfc337ae3\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#m47eeceba24\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#m47eeceba24\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#mb34ba93f68\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#mb34ba93f68\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p4f03e34081)\">\n    <image height=\"39\" id=\"image6e5e0d580f\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#m47eeceba24\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#m47eeceba24\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#mb34ba93f68\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#mb34ba93f68\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pe8f7a891eb)\">\n    <image height=\"39\" id=\"image35ede0e4bc\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#m47eeceba24\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#m47eeceba24\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#mb34ba93f68\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#mb34ba93f68\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pc5cb5a9ab9)\">\n    <image height=\"30\" id=\"image3e3238264d\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAA20lEQVR4nO3YMQ4BQRSHcYPWCejYQkIhGtRuwDEUKpdQu4REq9jobUuj0CoUSolCNpzgTTaGbwr/X/vykpcvU40bu+mrFMF1PjJn9/7Du9ta5fYwO3560k+VYx/wLxQaotAQhYYoNEShIQoNqYYsV9qJOctPZ+9uPb2Zs+1i7d1d9prmbNepeXdj0YuGKDREoSEKDVFoiEJDXKxv0hCbS2bOJo0BeElxetEQhYYoNEShIQoNUWiIQkOCvklj6aYzc5YMn95dtz98+5xC9KIhCg1RaIhCQxQaotCQN+N5Gh+kwiyEAAAAAElFTkSuQmCC\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#m47eeceba24\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#m47eeceba24\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#mb34ba93f68\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#mb34ba93f68\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p9649da08d4)\">\n    <image height=\"30\" id=\"image527603f80b\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAnUlEQVR4nO3YsQ2DMBgFYZzUbEAXUURiAAZgA9gqoyBaqqRnEGpWgBXQb3QUua9/snVy5dSlYS+Cnu86Oi3m3xjefrZXePttyvA2x+OWU/+QoSGGhhgaYmiIoSGGhhgaYmiIoSGGhhgaYmiIoSEp55v0LtO6hLd91V54k/N80RBDQwwNMTTE0BBDQwwNMTTE0BBDQwwNMTTE0BBDQw7IsAtrSX+SfwAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#m47eeceba24\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#m47eeceba24\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#mb34ba93f68\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#mb34ba93f68\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pdc9fed82aa\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p8362c2581b\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pe13e224b8d\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p17ab234ba1\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p4f03e34081\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pe8f7a891eb\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pc5cb5a9ab9\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"p9649da08d4\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "source": [
    "#不同输入比较\n",
    "x, y = test_dataloader.dataset[0]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)\n",
    "x, y = test_dataloader.dataset[210]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)\n",
    "x, y = test_dataloader.dataset[450]\n",
    "model.forward(x.unsqueeze(0).cuda().float(),  show=True)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "tensor([[1.0667e-15, 5.7059e-01, 4.2941e-01]], device='cuda:0',\n",
       "       grad_fn=<SoftmaxBackward>)"
      ]
     },
     "metadata": {},
     "execution_count": 25
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:29.710006</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p9d859b0da4)\">\n    <image height=\"44\" id=\"imageb5835f52a5\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m6ed2d8870e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#m6ed2d8870e\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#m6ed2d8870e\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m52ddbc455e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m52ddbc455e\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m52ddbc455e\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p1595310da4)\">\n    <image height=\"44\" id=\"image54a0952203\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#m6ed2d8870e\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#m6ed2d8870e\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#m52ddbc455e\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#m52ddbc455e\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pec3d73bf39)\">\n    <image height=\"42\" id=\"image7c9e697d4b\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#m6ed2d8870e\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#m6ed2d8870e\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#m52ddbc455e\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#m52ddbc455e\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pcf59c26ffb)\">\n    <image height=\"42\" id=\"imageed7ba30822\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAqCAYAAAAzikzDAAAH5UlEQVR4nO2bW29cVxXHf2vvc5ub7YydxHYJlLSNKioQqKVPFRISDzyCQPBBeONL8A34ALwDQkVI5QGB+lBUUUJToBfipHHixvZczmVfFg9nHLttnLQS8hmT/qTzMDNn9pz9P2vWXpd95HvyY2VJkDzHXliDIqf5yjp3XupRXlKG/xG2Xt0lvP1PEEGsBTHEl7/Gv35UsPbcR1xZOeAHl9/g6/lNfvbOT+AXF8l/+3rXU3qA6foCnhSSri/gJCICR0dQbAnpVLClQgjtSapoVMRE7KRisNNnX8bMnsqZbPQYGUeROMpEkCRBo0IM3U6MJRMaAGvRxGKaQP9exDZC/15Aqub4nBhQFczOLtt/sPjVnDvfHvHBs2O2Vy0bxYx3ewYzHKDOE8uqc7GXS2hjHli0RCWZR1QM6TSA9x8/V5Vw/wBTVqTWMtp8gVnIGZqCnnXEBEgzBJBa0NjFhI5ZHqFFkCxFVwaEQUbM20uzTpGgqD5kzdaIhoAAtlHem455s6kAOLhqsN+5SrHnyK7fJNzZPcPJfJrlENpYxAgyHFJuDakvJJgAto4kc8VWvvXRIu35R6Krok2DiiE78Ny4dZlfrryCV8OV737A9JWMd/9xiWerTehY6O6jDhHECIiBNMEPLfWKwfVaUY2LiH/E/17bxc5WgXCYcn1/k6DCD7fe4OfP/ob15/ZoVrMzmszpLIdFi0GsQRNLSIWYgTrB1JFk5jCl+7SP/gR2WtO72edGssXO+iqX8wlrdo7zFgndpwrdCy0GSZM22sgz3MDQrAimUdKpI/lwH6qaUFbHLuNhw9y6x1N/LKj/lnL/2ip/GTzNRjplXmWMO14IYRmEhkW2Z9DEEDKIKWDAVB6dTNHGHcfRpxAPD8neuUVW5IR8m71pn0koCMEgsXuL7t5Hn0BFUAuaQLTt689MVNR7cB7jlKZOudsMic6gRpA8R9LseEE9Yzq3aDGyiJ8NWCGmQsiVmArYzy6KhoCWFXhPOvH4w4x/TzbQMiGmEbO2Co0jTmeoax4/4P+YzoX+GEcWvTg+Fxpbi1bFuojUKQdVgThBrSBFjgKYJ9SiNSoSI2gk5JZqrMStijIUVJd69CdjzLwihtAKeRpiEGuRJEG8kh0I9/ZGpIcGCQGOPhOhC4/dudAAhIACbpTCtRk/vfZXfrf2PPd3N4jpmHyvIa1qmM9PHUJMm1mSZpjKMXy/R1kWFHuKbSLayxHV1k11QPdCa0RDRICYC9vjA76/+ia361X+tL5Oft9ifEqWpY8eRwwkCZJYxAWK/YioIZ0p4hVNLST2yV0MgYXYYMvIzr01fr3xTW7NVnEXIpOnLTFN6N8oHjmEZCkyGqK9nNjPkNjWP2yjGBcQFxDnH14zOQO6F1oVDQEI5Lslyd9X+dX8JZKeZ+uZu1x4oeSt61cYvzVC3jl9GOn3cdsXaNZSVATjlWyipNOAndTIrISqXvzW2bMccbQqqGJmFb1dJd9J8dOUa2t3+eHlNxhuTgm9R9uEJBY3TKhXLb5vQMHWiqkDuDa+Vu+ho+Sle4s+gZQ1/bsRMMQk4U45YjIqyBLP4Zcz1r/1AmZWobd3iZPJwwdRkKgYr9g6YHxsXYb3ENropguWSui49xErr8Ool5O9eJH3ro3ZWb3ARn/OjZfXOLy6wmBnhc3XDLy9iECOhDMGURAF45Vk5rHloiBVVlBWqPdta6sDlkvo+Zy4COEG26vcmWfMQs4grVnbPmR2IWMmA+KwaDNKQKM5Fjtqa9EBxEek8dA41LlW5BC+sOhPkkxq0g9WeDV5HgU0CKpCksDsSp+BPo+Z1bC7RzycQpoQehbfE0wQRLWNNHxo0/MQOvPPsMRCm5t3ufL7nHqcU44Nk6+CW4uEQtl90WC+sUL/tnLpzwnm/UAc9inHlvKioGIY0Pp8qhptHNos6htPbHh3CnH/gOw65FlGcfUi9biH7wmaKc2Wx6SBaAvGKwVpkqC5xffA9yDktNa7WATV+c4EPmJphSZq618BO23I9wrUGNxAadIIGSCgVsC2GZ/xYBwY3y6Ky8TSCq2+LWliBCvCujX4UcbkSxl7I4sZubZunQiStXVm20BSgq0BHyHGzi35iKUVGtUHdeO4f0CSJNheTijW+cgliIntImkFbJt3SVCMa7NCiUvQvzrBcmSGj0FVwXvEeVBQq2RZIOaK71visE8oWpuRoJgABEVj7DTSOMnyWvRJQkCrtnsiQdFcWeuXzEY9ynFKujkgFG2nwDZgnLY3xS8ywq63KXFOhNaoqPNIXOxassogbTBFIPQy/NASkzaBkdBmhsTYNnRj7CwbPMm5EBp40BwwXhEvzFy7KaYZwXzdtul3AIksbkgkhvjY7vlZcT6EjoHYADhs5bGznPuzHgDlVqBZMyQzof+hkk0VCbQxdFW3buML1/E5WGy7FRcwDpq67bjoyOP7gpqUeE9Atd3H4T3qXfvdJQjxzo/QC8y0pn9LmEsPWexUQCA9FLKpks4jdu7biGOJOHdCc3uXrdcsYZTjBynlxRTXF9J5pLfrSOYOe9iWRZfBko84d0KHyQR5e46IodgYY57ZpFnLSMpAelBhSofMK+JjNkWeNedO6JPPsKhzJJO6LfY3ATOtkcZB3XTWGzyN8yc0PHiGJR5MMN6TpFn7XuNa3xzCcVl0STifQsODWkjYXy5BT+Nc1Dr+H/gv5uQT6PkdnYEAAAAASUVORK5CYII=\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#m6ed2d8870e\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#m6ed2d8870e\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#m52ddbc455e\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#m52ddbc455e\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pf637b678bc)\">\n    <image height=\"39\" id=\"image6613a63149\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAnCAYAAACPFF8dAAACpklEQVR4nO2bz2sTQRTHZ5KsTTbND1vbJo3SHtpGUSh4UAxUQcSTHhQ9+ycU/wfxKJ696B9QPCpSvPkDRUGoGqqNSmtrNW0jTXbTdLOJt/dmilC7ad8UeZ/TN/vm7Q6Ply+zM4m8IK+1hUFCtg169fq4Fiuf9UCPPPCVJJTuQBdo78aqll91o6CtlwnQ2TsvAs83KKHthzC7AReaiIjpCUg7Bvr3sS1BX4K01ly8/GEWdG2yANqdOaSlJ4+jldTjaB2R3CDo5uLSzicdAO5oIrjQRHChiTDu0e3BPtDW6LoW8+cTysC/r0J7i5ugoxVLi4XGcUlYb+F1bwifKdmj/y+40EQYtw6vF98M830LWqwUxu+7O5QC3fURx1jTb0FvTJ7R8qs/06DjDbwedtBuFEfZU7ijieBCE2HcOpzMAdROUotN5L6Ani6cBD38JIyDWriySH1r6vfO4b0bPbhqkV8Xg084INzRRHChiTBuHak5B/TKVL8WezSRBm07uMG0eRFtJFbCjaNGUrEUIYRUtrDtZcz31/UXIwq4o4ngQhPBhSbCuEeHahugu5ejWqw2j8uzlmK/lTHcPFo7mgHtnMLDASGEkN/xUGHgda3juXYCdzQRXGgijFuHX/wMOho/ocWyz9FKnKylaFyqhU9XQN8ce6bl3124hONKP/CZHcw3KNzRRHChiTBuHSrtN++1z7H8CGgng8dPXgI3iK4MY87V7qKWf2/pMmi/XN61eQaBO5oILjQR+8o6tuLPzqE+p1hHD64bbvXPgH5ax+MuIYSwf1EdVG0PdzQRXGgiuNBE7GuPVjn4CX8v0LTxjfF2IQ/6/uPzWs7ouxXQJt4GVbijieBCEyFN/4flX4kcOQy6nYyDrubToO2HryintCO4o4ngQhPxB0KSmrndZuCmAAAAAElFTkSuQmCC\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#m6ed2d8870e\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#m6ed2d8870e\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#m52ddbc455e\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#m52ddbc455e\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p5c2e77d84b)\">\n    <image height=\"39\" id=\"image948fddd81c\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#m6ed2d8870e\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#m6ed2d8870e\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#m52ddbc455e\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#m52ddbc455e\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p87e8c8c372)\">\n    <image height=\"30\" id=\"image01f3ad4c6c\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAA30lEQVR4nO3YoQrCUBSH8V0x23wCRQwTVgQfQFi0mGxmiz6J3W4zWgRhQUSjYVEw7A18gfkE9zhw+27w/6uHM+4+brpu6uZlFEBxiL2z5fBm7p5HHf+wDPI7X7VCH+BfKDREoSEKDVFoiEJDFBrSburDaf4256c4986yQWLuPrdd76y/vpu7oehGQxQaotAQhYYoNEShIS7UM+kv9sXVO5tcVuZub/Go+TTV6EZDFBqi0BCFhig0RKEhCg1p7Jm0SePjxjt7zXbmbholNZ+mGt1oiEJDFBqi0BCFhig05APp9Rm/ZIdwmwAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#m6ed2d8870e\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#m6ed2d8870e\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#m52ddbc455e\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#m52ddbc455e\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p856a655449)\">\n    <image height=\"30\" id=\"imagea83f1f8c98\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAm0lEQVR4nO3YMQ2EMBxG8RYZNyMAEZAaQAhysEKCAEYGNCDg9suhgT/kMfB++5c2L52a29z/U1DZvtFp+qUc3o5zF97WwxLeXlE9cuoLGRpiaIihIYaGGBpiaIihIYaGGBpiaIihIYaGGBqSr3yTPmXa1/C2fJrb7nGGLxpiaIihIYaGGBpiaIihIYaGGBpiaIihIYaGGBpiaMgB28oMa98RPzQAAAAASUVORK5CYII=\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#m6ed2d8870e\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#m6ed2d8870e\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#m52ddbc455e\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#m52ddbc455e\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p9d859b0da4\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p1595310da4\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pec3d73bf39\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"pcf59c26ffb\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"pf637b678bc\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"p5c2e77d84b\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"p87e8c8c372\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"p856a655449\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:30.230653</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p2d19d2058c)\">\n    <image height=\"44\" id=\"image155a24e741\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m061cd06034\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#m061cd06034\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#m061cd06034\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"me4069ac1ae\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me4069ac1ae\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#me4069ac1ae\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pd07869264c)\">\n    <image height=\"44\" id=\"image88a387757e\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#m061cd06034\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#m061cd06034\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#me4069ac1ae\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#me4069ac1ae\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p5a62fde600)\">\n    <image height=\"42\" id=\"imaged4c4015885\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#m061cd06034\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#m061cd06034\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#me4069ac1ae\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#me4069ac1ae\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p90c1cad952)\">\n    <image height=\"42\" id=\"image311c580edf\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#m061cd06034\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#m061cd06034\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#me4069ac1ae\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#me4069ac1ae\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p45f4f9c941)\">\n    <image height=\"39\" id=\"image001c9e2804\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#m061cd06034\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#m061cd06034\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me4069ac1ae\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#me4069ac1ae\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#paf7db40e79)\">\n    <image height=\"39\" id=\"image57f77b7494\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAnCAYAAACPFF8dAAABTElEQVR4nO2aMUoDURCGfRuzm0jAiEWahaitIggpLfUGniIH8SyBnCKNiEcQQRBBQ5CoQVw1m/UCM4GE52fzf+X/mGX4mGJYJpyFi2ojEqGeum/JXm7mk9OOW5PNFmY+7iVmnr4H91v55ZX7RmB3LKIj0RASDSHREBINIdEQmzE/Vv18u2+L7S0z/+z4K1nryV7vyqZdU+TFku7+F000hERDSDSERENINETUrWMZVWJvCh/duVtTK+pm3t5/MfOv693VG4PQRENINIREQ0g0hERDSDQEtt7Vbh/MvDE+dGuy84mZ35wMzfx41F+9MQhNNIREQ0g0hERDSDQEtnWUr29m3nz2D6UO2vbPo8Fsx8yzabSjq+hooiEkGkKiISQaQqIhJBoixDxEX6uB3pH7Nm/Zh+3p49TMy7v7KD39BZpoCImGkGgIiYaQaIhfFw8yRt5evuIAAAAASUVORK5CYII=\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#m061cd06034\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#m061cd06034\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#me4069ac1ae\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#me4069ac1ae\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pc2209f1fdb)\">\n    <image height=\"30\" id=\"imagebc35b1691d\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAA+ElEQVR4nO3aIQoCQRjF8RlXBRUWDGJb3KBF0UsYBUE8gafwHJ7BZJgzWE2bjEaLoIKgIMu6nuD7gjBvgu9XHyPDnw0TtFO7LE0AURyL22eQqGefSUvcmu7w8518qoS+wL9gaBCGBmFoEIYGYWgQhgap+vphW6ur+3U+FLdHatWzRUN++qdOv1co/KJBGBqEoUEYGoShQRgaxNvzzoz66vzqyk+4d6dQz7rZRtzWu5V6tsyO6u4Lv2gQhgZhaBCGBmFoEIYGYWgQb+/o6HJX98niLG7b3l49e8pzcbuN5b8xGGNMO1Nnb/hFgzA0CEODMDQIQ4MwNMgXjOEd9Z7zusMAAAAASUVORK5CYII=\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#m061cd06034\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#m061cd06034\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#me4069ac1ae\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#me4069ac1ae\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p84dcc7ba51)\">\n    <image height=\"30\" id=\"imagec868c10f34\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAoklEQVR4nO3SsQ3CMBgFYRslkRiDIh0lJWVGYAjEBl6ElRiBioId6CIEOzxLR8F9/ZN/nVyXevqUUB2ndFqe7RBv39v45LJrt3jbY/OTV/+QoSGGhhgaYmiIoSGGhhgaYmiIoSGGhhgaYmiIoSFD13o/x9P7+RpvH+sr3l7aMd728EdDDA0xNMTQEENDDA0xNMTQEENDDA0xNMTQEENDDA35AiMNDOcpgmIWAAAAAElFTkSuQmCC\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#m061cd06034\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#m061cd06034\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#me4069ac1ae\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#me4069ac1ae\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p2d19d2058c\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pd07869264c\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p5a62fde600\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p90c1cad952\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p45f4f9c941\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"paf7db40e79\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pc2209f1fdb\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"p84dcc7ba51\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2cAAAB5CAYAAAC9f1kTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAA8T0lEQVR4nO3de5wtZ1ng+9/zVtW69r33fSf7EkgCAUIgIQFBSUQUECeoqMEzHHE8og7MEXXOiMwwIDM6OEf9qMBR+YwMeEZERkBAGBA4hIsGJIFAEpKwc9nJvl9792X1ulXVc/54q7tX91593d29Vu/1fD+f9elaq2rVeqve7l711Pu+zyuqijHGGGOMMcaYznKdLoAxxhhjjDHGGAvOjDHGGGOMMaYrWHBmjDHGGGOMMV3AgjNjjDHGGGOM6QIWnBljjDHGGGNMF7DgzBhjjDHGGGO6gAVnxphedwDQ7HHnOu3zzpZ9HliH/b2uZX9vX4f9HWD9j9kYY4wxlyjsdAGMMcaYHnZr9gD4O+DeDpVjPd3K5XdMxhizKSw4M8YYYzrnVuBt2fJhLo9A5lYuv2MyxphNYd0ajTHGGGOMMaYLWMuZMcasv1s7XQBjjDHGbD3WcmaMMcYYY4wxXcCCM2OMuZgAPwt8FjgG1IETwMeAH17B++9k5dkah4D/CHwLGAcmgO8Cvw9ctdqCAwHwC8AXgTNAFXgM+B/Ai9awP/C9LP4l8GHgcWAKqACPAn8JvHQF+7iTi8/J9cCfAYeAaeAC8HXg/wKKayzrUnYAbwX+ETgFNIDTwF34LJi7VrCPmWM4vIJtb23Z/v0L1r0/e/1tLa/995btWx+3tmxzgIszbeaBXwa+DJwEaln53g/cvIJydvqYjDHGZKxbozHGzDcCfIiLA45dwKuyxx8Cv7EOn/V84KPA7gWvPz17/BI+jf5K7QA+ycUX5Aezx88Cvwf8+Sr2eTM+sLu6zbqrssdrgb/P9j+5wv3+WlaWqOW1YvZ5NwM/B/wQPthYD/8K+COgf8Hr27PH84F/C/w68N51+szNsBf4OHDjgtf348/ha4F3Av9+k8tljDFmDSw4M8aYOSHwt8Bt+KDgk8AT+Av6VwDPyrb7deAe4IOX8FnPwLfMDWTPp/AX2Q8Bffjg8LnZZ6wkmCoBn28pYwr8A/CNbPl5wI8Ab2Z+QLSUHwI+wVwr1rGszIez508D/kVW3lcCnwN+AN8itZRfAP4DEOODum8CTeAGfPAb4M/PB7IyX6o3Au9qeX4Ef1zH8UH3j+FbpMr4c13CB3Ib6UPA/fiW2JkbAX8D3N1m20cX2cfM7+uNwFl82vrD+BsMPwpci+8h8xb8+X37ehR8CetxTMYY09tU1R72sIc9evlxQC/2p6paXLCdqOoftWzz0BL7vLNluwNt1jtV/eeWbe5W1b1ttvslVU1UNW3Z9u2LfObvt2xzXlW/r802z1fVswv2d+ci+9ujqmeybWJVfZOqBm22266qX2jZ3ztWcE5UVR9W1ae12e5Fqjrdst0LFtnfSh/PUtV6y/7epaq5BdtEOr9uG6r6nEX2N+PwCj771pbt37/INm9v2eZ1K9hn6+/rTD1+UlUHF2znVPVtLdvGqnpTlx6TPexhD3vYI3vYmDNjjJnvU8Cv4MdqtVL8WKgj2fNr8a07a/EyfEsW+HFWr8S3Si3058B/wY+BW8oI8IaW5z8L/FOb7b4G3LGC/YHvBrctW/41fEtS0ma7M8DtwJPZ8/8T35K2lCn8OXiozbqvAn/S8vwnVlDWpbwFyGXLnwT+DRe37DWBN+HHFIJvWfwPl/i5m0GAh4FX48crtkqB38a3PoJvjXzL5hXNGGPMWlhwZowx8y11Ud7Ed4eb8Zw1fsa/bFl+F0uPq/pdlh/H9WqgkC1/BfjMEtt+Hvj/ltlfEfj5bPkI8J5ltp9iruvlIPDiZbb/C3xikcX8bcvyWs8x+G6KP9ny/DeX2b51/e34ZC3d7h34hDWLeSs+UAPfBXV4w0tkjDFmzSw4M8aYOSeBe5fZ5nstyzvW+DkvbFn+2KJbedMsHWytdn8AH1lm/QuYG2f2eeYu7pdyb8vyTcts+7+WWb8e5xh8YpGZ8XUPAA8us/0hfNZM8C1Nz7+Ez94MKfNvFrRzhLkxXwEry95ojDGmQyw4M8aYOU+sYJvWVqzluu+1kwf2ZcsJPoHCcr69zPprWpbvXYf9Pbtl+edpnwp94eNTLe/Zvsz+lzvPl3qOZ7Sel28tutV832xZbpehsps8gm+1XM53Wpav3aCyGGOMWQcWnBljzJzaCrbRluW1/A9t7VY2ge8quZyzq9jnuXXY3+gK9rGU8jLrlzvPl3qOZ7Sel+WOud12I5fw2ZthJXUN84/JujUaY0wXs1T6xhjT/VaSwGM999f63fBp/ITWq7GS1sDNpstvsi7v6Ubr/ftjjDFmg1hwZowxm2usZXkAPyZqudaz5VqyWve5klav5bZpbZF5FPj9FeyzG51vWd626FbztW43tuhWKwt4Siv8zLVaaQtn63bdfkzGGNPTrFujMcZsrjpzaednJltezrOXWd+aQGO5bVeyTWuK+xcuulX3O9SyvNKsj63bfa/N+pkxXisZC7dv+U0uyVNYvgspwPUtyw+3Wd9Nx2SMMT3NgjNjjNl8rXOQ/fgy25bwc4Kt1/5g+bnDvsRca95zgRtWsM9u9M/MHcczWT4ZxlOYC84S4OtttjmV/Rxh+da4H1lBGVtbTYMVbN8qwKfHX8oVzGXPTPDnZKFuOiZjjOlpFpwZY8zm+39blv8NS6eL/02gf5n9/U/mkmz8APDSJba9DXjJMvubYG7yYoA/w2eZXIluGt9UYf60Af9lme3fyVz5/w4/QfhCrdkclwqEnwf82DKfB/Mnj15LApK3MjfJdjvvYO67/pO079bYbcdkjDE9y4IzY4zZfJ8B7smWh4G/B/a02e7/wE+KvVxiivPAn7Y8/2vaz9F1M/DhFewP4LeZy/J3C/A54KlLbL8N+BXmX+h3g98FGtnyjwN/xMXBTAT8AX4yb/AtP/95kf19tGX5P9E+3f4twMdZWatRazfD21awfSsFno6v04EF6xz+d2dmMvGUxYPTbjomY4zpaZYQxBhjNl+Kv2j+R3yr2PPwF7Qfy3724Vu/bsQHFu8F3rjMPt8K/DB+DNtotu/PMteN7SZ898gAH4j8xjL7Owr8JH7+sj7g+7OyfSXb53n8RNW78N0eb8z2XVlmv5vtPvyxvit7/qvAq/CtSCeAnfjWoIMt7/l3LD5f3EeyfT4re++38S2XD+O7oD4f+EHmgqHfWqZ8X8W3NA0CL8dP0P1l5s/19jHgWJv33oU/57fj5zz7GH4OuRHgR4GntWz7u7Tv0thtx2SMMT3NgjNjjOmM+/AXrh/BXxD3Aa9dsE0FeB0rS9RQwXdX/Ht8IOay/b98wXb/Fd/KtlxwBv6C+mbgL1v2+eLssZj7VrDfzfZuoIpvNesD9tM+2K0Av44PhhfTxLewfR64Eh+g/u8LtpkGfhE4zvKBTBUfDP4Zvkvly7h4jOH9tA9kmsDPAJ/Aj5V7fZttFF/nb12iDN10TMYY09OsW6MxxnTOP+JbN96Ob62Yyh4P4QOJG4C/XcX+TuFbOX4Rn9TjHD475GF8V8db8WPYVuNBfMvey4A/x19Un8cnl5jCt9h8Mtvvs4AXrHL/m+Uv8Ak/3oZvcTqDD0rO4hN//Da+2+ZSgdmM7+GP9R3M1ds0vqXpj/HZMD+4irK9F9/976+Bx7J9rdRR4PvwYxf/ETiNb209gh/b+ALgzSvYTzcdkzHG9CxRvVzm2DTGGGMueweAx7PlL+EDbmOMMZcJazkzxhhjjDHGmC5gwZkxxhhjjDHGdAELzowxxhhjjDGmC1hwZowxxhhjjDFdwIIzY4wxxhhjjOkCFpwZY4wxxhhjTBewVPrGGGOMMcYY0wWs5cwYY4wxxhhjuoAFZ8YYY4wxxhjTBSw4M8YYY4wxxpguYMGZMcYYY4wxxnQBC86MMcYYY4wxpgtYcGaMMcYYY4wxXcCCM2OMMcYYY4zpAhacGWOMMcYYY0wXsODMGGOMMcYYY7qABWfGGGOMMcYY0wUsODPGGGOMMcaYLmDBmTHGGGOMMcZ0gUsKzkTkZSLysIg8IiJvXq9CmfVndWWMMcYYY0x3W3NwJiIB8B7g5cB1wGtE5Lr1KphZP1ZXW4sF0sYYY4wxvelSWs5uBh5R1cdUtQF8CLh9fYpl1pnV1RZhgfTWYoG0McYYY9ZTeAnv3QscaXl+FLhl4UYi8nrg9QCSy90Y7dxxCR9plhOfP08yVZEFL6+6rgLCG8sysGHlNFDVCg2tLayr2UAaQERmAunvLrafXK6shcLwxhXUUKuN0WjM/7tqCaRfiv+b+oaIfEJVF68ryWuB8sYWtsfVqNDQ+sK/K0TkZcAfAwHw31T1nZteOGOMMWYZlxKcXfTlB+hFL6i+F3gvQH7flbr73/3qJXykWc6J//rH7V5edV0NulF9fuEV61s4M8/Xap9u9/KqA+l8foibbnrDRhTRZO6++z3tXl51IF2gzC3ykg0po/G+rl+46LW1BNLGGGNMJ1xKcHYUuLLl+RXA8UsrjtkgVldbx6oD6YGBKy5abzbFqgPpAqXNKZlZaFWBdFe1cMqCfwl6efy5r1cLZ8frqlRYfF3QfuSINOK2r2u9sR4lWneL1ZUxZmNcSnD2DeBqETkIHAPuAH52XUpl1pvV1dZhgfTWsfpAWkYujyvrrWdFgfSMbmrhlCg377k2u/MCfrXWq4Wz03Ulz3jmouvivlzb13NHx9q+njzy+LqUab21qytjzMZZc3CmqrGIvBH4LP4O1/tU9YF1K5lZN1ZXW4oF0luHBdJbx7KBdDe1cAbbRmeX0wO7561Li9HssgZzh9V6wd+tF/krsOquwsYYc7m5lJYzVPXTQNuBM6a7WF1tDZdFIJ1dL+qC7lgy0x3r8mk72tKBtOTzuKFBJNdyd18V4hit1dBmDKpokkCq4AQJAt/NLklIG01Ik84dwOosG0hbC2dXsK7Cxpied0nBmTFm/W3ZQFp8QJbkHUnBERfmgjNRCBpKOJ0SVuOLAretaKsH0m5okMbTr6A+EoGCpD4eiaYScmcquKkaJAk6XYM4hjBECnkIA6jVYewCaW3LBGdbOpDuIdZV+DK2UeMDJYqWXB8+JV103cHc5JLvrevi/+MeO75ryfcG5ypLrt8I6zU+8JLqaqlxmMu45qnn1/zepepqOU/c17/m967VUnXV28GZCpKAJP4nAhooGvifpnvoIoPgJQz93f508X++ZnOoCOogKTqqw47GkCAz1aJQPJsiieCaDkmVNHKkkZDk/HMXK2Fly1zsA1s4kAYkl6M+EjG93WXBGaCQzzuCWgFSkGaMJCnqBIkitJiHKPRX0O5SpsncXFstkJb+vtnl0zfNv2gYu37ub8Q15uogqM1dKA48Mre88/PH5r0/PvzkupVzA2y5rsIL66fVNa99uO3rr9r2rbav/8Hv3bHovkbed9fqCnaJzupJvse9KErCxd+vIiL4xC2vAKaB16nqN5fa50aNDwx37lly/fB/n1503f84cOeS7320ObXoutf8x19b+nM/sLl1Bus3PvBS6kqe9ow1f+5nPvVXa37vUnW1nH+9/0Vrfu9aLVVXPR2cuYZQOCcUTyv5iZT6gKO63VEfVRILzrqKNhpts5S5/r6sG1a9A6Uy8who6GiUHfVRobpdcTGzF/7RlBDUhSByuGZKknc0y45GWQiaENSVoJrOtuCYDeICADQf0SwKzbK/ORXUFZdAGoA6gUBIi0Xi3QOkoQ+0XZJCooRRgKvWtlQXx60cSPcQa+HsAqrKw3yL5/D9FChxJx9HRK5bkJjl5cDV2eMW4E9ZIsmOMWblejo4i6aE/idTwqoysS8gLoEGEA8khBMBSSFFUiGoCeGUv4DREOKyEpespaaTgm2jJFftIQHCs5Po8ZMAaBz7MTKA6+tDwhCt161lbROoQBoKU1cI1d0Jblud5FSBoOqDMnU6mxY8LgZM7QmY3iUkBSWsCNGkoEFEbiIlN9m8LLo+dh0X4HIRBAHaV6Q24qhtV4KakJsQtA5BCGnk0CiguqvI2WeF1LanRJNC+RjkJpXcRI4S4IqFrdjF0XSprdbCebka5zxF+iiJb8ENNaJBsjAxy+3AX6rv1vI1ERkSkd2qeqIDRTbmstLTwVlQh8L5hOpoQLMfarsSou1VwsNlkr4UYiGoCvnzQvlEimvC+FWO5kCCazh/sWk2TTA0SHzdAaLjY6RDfUztLxFWlVI99t0eU50NzILREaRc8sHA+QSNYwvQNpgGQhoJaR40UpwoifrxZiio860ySUEYuyakujMl3VYnOJlHnb8xkkTZPgJnLWgbJQiQKCTJBSRFiEsKAum04Jq+ntQBIjT6HNW9Cf17J5g4XyaoZslD1JEv55BmsuW6OJruZi2cnVenSoHi7HOHA5+spVW75C17gXnBmSVvMWb1ejo4SwrQLDtO3ZpQHJ4ieKyfxoU8UlA0SgmqgQ/Mjqf0HWvw2I/nIEiQprucMs5tGcnT9nPut6qkn7kC11Sq24XCeSWaKhIyN/+PK5WoPfcgAMF0TK7eQKcqFpxtNBE0gDTMLva1ZcyZ+EcaCnHBMXVtg6FtU4yUp3ni9N5svOfcI42EoKH2d7YRshsZkqS4BgQ1wTWYPdfqIM074nJEXBA0H9NXqDNdyBOXIuKaEMz0Im7GEFuL2XpLtg3MLgcLemxHI7XZ5edeeXR2uXUc01vvuX12WdL519Qj7+vqMWemey38b2zJW7aQ1U7ubjqrp293Ngb8OLPwXIiIEo0LxSMR0a5p3FSAxD4wE4VH/7cALSWU9kzhmpAW7UJ/M0kuR3hqnOAjo4RVpe9EwsEPHiMuCtXtEcGO7SDC2V96AQ+96zrSQJjYF3H2+hLVZ+zF9a1/hiizgPqkHqXjQuF4iJ4qEE34fzHNfiUuCkkeGmXhR6+/j6FSlcePbSPpS6iPpNS2KWFVCerqW9vMxkhTNEmQekJUUaJJ30PAxdnqCOoDAbXRiPqwUByqsb9/jG3DkzSzemr0C6gi1Tpaq8+2WBtjtr48RWpUZ5+nPiHIwsQsWy55S69qmdz95cB1wGtE5LrOlsospadbzjTwrWelU0LzqUKag/JxZTwO0LwSjjviIlS3CwcOnGDyQ3uoXDlIsr/uh840evr0bSoRQSenGLl/krPP7geF5MgxJN1Lo8/RvHIUOXaCJCe4fELhTJPpnf00y5AUAwiCTh/CZU8SxTWy4CqVrAVGUecTgiR5aAz6m62HKyOcGu+H8Qj6Emg4gpr4rozq92WtZhtAU1QVUUXSrOWsgc9W29JyluSyzJt5KOYbbMtPcT5f4mQxIa4LST67ad7MEoFYF1RjLhsDDFNliqpWyFMkpgnwiQWbfQJ4YzZR+C3AeKfGmyU7hpdc/+2PHlh03VX7r13yvR995Z8sum7kOxNLvreL/iva5O5bTM9HF80+IahBEKRo4rtd6Zk8DDfgdICkMH2wyRMP72JUIZqEwkiF8TFridls6eQU+s0HSW6+hWafo5AqQU1p9gljTysx+o2AwcdjNCii99xLacdNpGHP/4pvDvEBmIuVoIn/VgqUJA+u6bvNpXnfKqMBHLkwRHW8QDTtSEcb6ERImN2oFbXAbEOlPjk2zhGXoNGvBA0hnAZNASekOUUDISnAULHGrtwEp/P9SOB7DGgAaT5A+0pItY5UptFmZw/rchL3zc3blCyYMiiuza177MLo7PIdB8dml7/41LkU7nfd85x57w9GR+b2fW7tcwr1mmBosO3r1V2LJy5qrZ9WrXXV6neHuyMJkhPHtXoD3+IrKEpIRF3jB0TklwFU9c/w4wJfATyCT6X/8x0sslmaTe6+xfT2lasojSGl/zBMHh4g3R0TTYXkxhyNUaW+LaF81JE/EdEYSqmNyOxYGm06XCI2H9oGmpnbTER8woEkgTShcCEliYT4thtoDPpxZwOHG6Ap5cfHCad9himfql2Y3h7Ql1t6kkpziRQE9Rf3yuycgWnkszDmLkBSBIkBB1cOXeBUmHA+VyatBjiFuAiVXQ45AdF4Ew17utf1xlBF4yyKigJq24TGngZSCSieDJA4C7xy/iKxOZhy7eBpbik/wnSa455oH6mDNITGYEhQ7SeYzCGTU1CrLfHBxpitZJvsZhu7gbn5mLKgbGZZgTd0pHBmtWx84BbTe1c/Kv4x8zSAaErJXXAM7x2nOQCFM6ATOWSoQfl0wuAjitteI+7LMpkBwURAmrdxZ50wM2F4XAwYPpRQGEtpDPr7DNP7Bzh7fZ5w3xU0+p3PRlcQNOi9X/VN1fKvX1IlKSrRcA3XEMIqRBWl2aekWbK/7xt5jIFCjXQ6xE2EaKA0RpPZBCIaWX1tGFX/CIS4pOT762gxJQ3xQbXzLZxJHtJCys7cBHuCSUbCCi5I/b/QAOK8IymGpIXQug0bY0z3svGBW0xvt5zBRfcOkrwSNIByjDteQNKYuATP3XeEbz9+DX1PwNlzZaI9VZLxfEeK3HOcm5dpMQ19SnaAvs/cR3LD1Zy+sUw5CDjz7IjhF5+kev8O6kO+W5YkWKrvTSJZq1mzTzm47QJHHy0TVnxwFpfBxX6+wBf3Pcg/nb+KcDzENaAxmhIMNgjqRSRV0myiauveuAGySaiTQkjcn7JvaJKjzZCgEZEbVz8WN+czb7qaYzrN0czu4zmnEPiELdF0SjhRx03W/FQV5pK0dptrBnN3O6o759/0Dk7lZpfHj22bXX7Lnutnlw9PznWnkwVVIwP9c0+sW6MxvcAmd99ieu+KVWYmXoKg5iicFQrnY4IalHJNmsP+7n1wOsfgI/7CvjYq7C+dJ39e/NunQg7uOIck3dE//HIlIr5LI5A2mn4yaaB5x3mSHz/PxIEQCUNcNSY34dODJ0VlqFAlf9dD7PzaJH1PKuGLztPc3tfJQ7m8iZ+0eCaRR3WbY/DABX7xyq9QOC3kL6QETaV40hFN+L+pSprn0KntDD4Mje0x0XCNKEoYfKxB8WSdoJpYYLYRskmoXSFPczCivHeSf7HnO2wbniSagMHH6/QfjSmdSSicT4kmhAvNIjUNSBDCMEGjFFLIn63jHjuOnjiNVqvLf7YxxphNp6oxMDO5+4PAh21y9+7We8FZRmIhf04YeCIhmoqp7I+5YfQY4JOElE4I9UGhPhQQP3uKe8euoHhGaZaE0pWTPHFuGCx79ObRFFcqEVx3Dc0kYHyiROl0isYxrtYgN5XSuO16GkMp56oltF4nzQWgUHlwmHDCxsNspDQUkrwjLgVMPKvB3sFxvjN9JYNPxJRPNslNJEQVnzQkjeDLU0+jebJE34kYAiWuRdTOFbOWN+nh/0ybwDkkDEnyjtHyNM8sHGEwXyOoK9FYldyFOtFUSlRVXF2oJhFNDUjV4UQh9C1nQaVOMjZGOjlpLWfGGNPFVPXTqnqNqj5FVX+n0+UxS+vZbo1BXeg7lhJWUo68pMQLb/gu3zq3F4mFZh+UjylnbkmYulb5oQOP8k9HD9CHT2oQuJRKpdB2hKXZAFmXRjc8xJnnjTJ1oUF4Ikf/oQm0GeOma+TGY068MI8brXJhqsQg0OyPUAe7v5rgzk1gIwQ3ThoJ4oS4KHz/dQ+SdwlfP3eA8mMTSJySDBQIqhFpn6AhfPX0UyidcBSPTwAltBoQjQVokKKB/WVtFAkCpFREoog4LxSChEBSUoSwrkilhlMlLIYgkB8L+KfHr+JCo8SZ6TKTE0VoOj82MAvyNFWfTt9cEj0wN1m0tPyzqg/P/8/V//jcnYv+o3Pn/VNnXzS7HNx2bnY5rM1vgtaJyUsuay9KrtnX9vXazsVvTOQ+t73t689Nfqb9Z9hICWMMvRyc1YTcVMKFqyNu+7Fv8mRlmBOHtoNCbXtKXBREhR17z1MO61Qrefqy7zgnitj146abvOkKPvqf/m++/wu/ysCjII88CYED53CJ0uxPKZbqhC67mJHWh1XYRpIUkoJQH3L8xLZv8nuP/AiTX9rJvhOHkHIRKedxCUTTSliD8Y/vYcehBlKpQaMPV/fznNUHA6KKENRTP9eZWVdSyMPQAGm5QKNfKIZNIkloJgG5yRQ9cRrX30ckgivnGH5EyU8UOF48SLMsRKO+63BQBw0drq+MNmPSas0CNGNMZ9x/aMnVpWfeuOi6uLR0MqOf/tCbFl138Ft3LfnenrVMfSzl6X/2r9f83qS49muGg3RXXfZscAY+29jEU1IendjG9x7ZPTMUDQ2U5oD/OV4p8qmHn4mcz817r2r73KRm/c2k1C+crvPq+1/H9i/lGHlgyqfWB3RyitwRx94vbad636DPOJfYheJmck0lLjqSvFBJ85wZ62f7kylSyKP5HGnoCGuKm/KTVLumEl2oo6U8ZJNUuyY+iBZsvNkGkcChhTxJKUeaE3IuJiAlTh1RXUkrFd8iVu3DhY5cPSZ3xr+3trvEuesi6uFMxlSBKOfvfdTFT6NgjDHGmEvSm8GZ+klxRf1F4VitePE2okhDqJ/wE/FJikVjnZL6K/Xw7CTjX9vFwa+eQI+emF2tUxWYqlA6eoJSltkxnYmes7TfZmMF9YQ0CGj2wWRSIB3L0/dkDS0VSEt5NHSE1ZRoKiGaaOCmamgUEA8UIFBIxQdnGVGLztZVlqFRRoYZv26I6e2OyQMpo/kKNY1IVIhmznmSINW6H/YXBqTFCA3cXHdT9bORJIWQoK8EtQCp1W3cmTHGGLMOejI4czGEVZ9ZTnOwp2+CM8nwsu+LCz6NOyr+giQV1NlF5EbSJEWbDQDq+4a54yfv5B8//zyCluBsnjSdbWlLctkk1BrQb5NQbwh1gjoI6imT+x3u+WNsDydx047csTHSwTJpIUQDITcRg0JSCon7+olLAfXBADTBNSGoQ31ACBqCa6Q+A6S5dFmGRoKA2sFRjr804VnXHGZ7forr+45yISnTiANmeoSktbpPsR4EuIF+KI+SlCOSbGJqSfwNj8ZghMRDhBM1pDJtk1BfojQ3dxcpjVrm4swtGHN2ZO47p//Q+OxyEg3NLp96cm65ODr/rqIU29yMNMYY0zV6MjgLqkLpdEp9wLHtwFlOTfctnhZf/R19Sfy8P2EVEhWCaUeaVyzLxAZzvl4uvPYFjD0DPvL4s9k73Vx0c03S2S6NaeTrLDeps10gzfrSUEhDQQOhujPl5Xsf491P3Eb5qKDTVRgst2zcsihCXHTUBwRp+L+l6g4onRKSnLPAbL0FARIE1IdC9u8/xRv3foEmAbU05zMxpm62hZo0IZ2eBkCymxpplLWcydxcdklBSIohrhHibBJqYy4bNZ3mAb5BnRqCEHPxd66I3Ap8HHg8e+mjqvqOzSulWQ0ReR/wSuC0qj6z0+UxS+vJ4Cw3LqQBTO8Sbh49yZ33PW12vNlCouAaQn5MUIHcuHL2SD86HEPDIY3u6esYj12gefoMIvIgPmx8r6r+sYiMAH8DHAAOAz+tqmOdK+nqnX8myL5pGt8ZQiqn2g5JUlUfmKUJEuUI6ilhRQiaOnfhadaVOiHNCeocbKvzQ0MP8JkvPYc9T8TQaPrBmW2IKnFBaA4I0hSSUkpShtx4SJz3afmDhk1Cva6c4BJlsp7jSHOUJxujfO3sQc5Ol5g8NMTO8crFpzsMicsRzb6AZklIcpDmfC+Cer/Df4UUKBTyvuukpovWuTFmaxCEq7meARkm1iZf4pOIyHWq+t0Fm35FVV/ZkUKa1Xo/8G7gLztcDrMCPRmcRZNKGsL0NXUeOLcLqS5+l14SyF/wLTBpHgrHE6LxANk1TfNYGUkgzXXJxYhzBEODNE+eerqI9AP3iMjngNcBX1DVd4rIm4E3A7/ZyaKuVu6CoFNl9v/ht2e7LS5GwhB38Er6vvgQ/aUiJ2+/ioGoza96Nj7NrJ2KD9CSnJBWIj557gZ2fl0pnK7Drm1oLpxt/QT8hNXOoaFQH3RUd6SkxRTyCS5KaQ4E1BJBg4jSqZigYVkbL5U48b/r4nBNZXyizD1TB/jK0asIvjjE4GMxo2M13OPHL5q6UQp56iMRlR2OuCw0+5WknJIGDhBq9YByQcgf68ONXfA3SBoNC9DWQFpuIMXluZbI8hPzWyWjSksrxqNHZhfdtYOzy0Fl7jutdt38CcJr1+6aXQ6PHlt7gXuMLHKDr/zE4pdRIw+17+XxxMH2wyjkuu6YzD0vRfL47q+hRAQaEJPuBRYGZ2aLUNUvi8iBTpfDrExPBmei/u5vrtTk/Hh5yW018Beg4TTURmF6W0DplFAJ+sjVhMZI91zch4MDuJzPKqmqk1kL2l7gduDWbLMPAHeyxYKzvqM+oF6qe6KIXHTnP52cYtu3pkAV6e9HJyf9hWqH1dIKFZ24PFo5swQR0hCOVoaQNBuLlgtJQ4e2aVxW5294aADheEA8rISlJo2hFNcICKdBA99dstPB2YMPfoSpqROIyP0z3UG2Wj2JiA+SU0jqAadrfUydLXPVA3Vy//w9aDZJGm0uJJ0jLghxSfyY27yikZKSEvc70jw0pgTNhxBFSLOJigO1bsTGXA6qWiEhBvh6m9UvEJFvA8eBf6uqD2xq4TIz49IXM/rxxYs1vMj8dTMq+5a+RjRmI3T+KrXLqVPisiIJ1Hc3CatKWPFz/WgAaV9LhrLu6eFIdofkOfh/qDtV9QRA9nPHIu95vYjcLSJ3N6hvWllXIj+ZkJ9cPhAWJ0gYkgyVIBeBc6TFkPr+UdIrdmQtCNLxec9EhAIlVPXpwPOBN4jIdfhWzS+o6tXAF7LnXUs0y6wo4OqOM5UyaSikuQDN+UQgtJlUWp0P6FDfKioNRy4Xw2CTuKy+JS6StoHdZtu9+7kUi6MLX94y9aRp1t23Gfv54yoBJyoDSM2PI5NSESkWkXbjxuKEsKZEFSVo4P/HRakP0CL13Rwjmbvh0QU3Powx6yPWmO9wF3n/XTWxYPU3gf2q+mzgXcDftdtH63VFs8uuK8x8Vlfdoydbzlar2aeE04LUHdUdjr5jKZpTrvqBwzx4eDcSCxpq14yPEZE+4CPAm1R1QlYYiKjqe4H3Agy60S45mtWRMEQGBzhzYx+7JkcQ4PAvKXEtoPy9Qa58MIUg6Hi3q7yUCMT/+W3lVk6JU1zDQclnW5yYKhKUBUlDkqIjrLRvQZEU8hcUDRyFc0p9xFHONwiHUibP5rI5z7qj9Wxo6CAiFwUdW6eeNEUbTdTFRJMN8mfyHC+NkLvgSMMURgaRah1pNNA4az3L/j600aBwrgGaAxyVK5WgGJNGjkQCSIT4QohGAU4Etcne10wefHx2uZh76uxybag0b7ugNvc3lVYqs8vN0tzvaFKY+3vRxvygOy7ObWcXAGYxqaZ8h7vYxT5OcuSi9a3Bmqp+WkT+HxHZpqpnF2w3e10xICNb8rqiV1hddY+evM2ZRj79t6aC4BN+LEVDpbojJaw4XBMaZUED5ciFIdx45AOzLpGNx/oI8Feq+tHs5VMishsg+3m6Q8VbGxHivO9eJX1lH1wtQaer7Pr8KfToSaTWQE8UGL0rYvu9Tdz2bV13d/+SWzkblXabbIqZuQLJfmoipCG+9SzKMjm2jjnLWtokTudaZJrZPHYuZapSQJo+IAvqfrxZN7SetbGieuoKWaIcbcZIIyacBpkKCau+btJCDs1FSBTCwiA0jgmmY6LJGJe1nIVhQhCmkEsh0qy+3fyxhcaYLUtV+S53U6af/XJN221EZJdkd35F5Gb89eS5TSymMZet7rpK3SRx0QdouXwMR4qkxeWDKw0V14Di2ZRmv4DC1Jkyri5ooTvGnakqyfkxgAdV9Q9bVn0C+Lls+efw6W+3lDSEZknQvTuQbFzdoppN9Mhx0so0xAm58440gPpQQGP/ttn04N1gYSvnSt+nqu9V1ZtU9aZcroN94hU/nk/9dBNp7LLU+pAG4lOwL/wvkwVyYT31gUIKOKUYNYmrIS5rGHD1FBd3z42PtepYVxEX+JbkMPTdfZ34oLgKYUV8sAVo5CAKIcrhCnn/9zXTAtaMcVM1cuMNgoaipYS9I+MMD1aICjESpWgAkqRoM+74lBUP6N1McQERuX/mNREZEZHPicih7Ofyk1oa08PGOcdJnmSMM3xNP0eFCUTkFSLyyyLyy9lmrwbuz8ac/Qlwhy6Xrct0jIj8NXAXcK2IHBWRX+h0mcziVtSrQUQOA5NAAsSqetNWGxDfqj6s9D0JldNlpJSigeKabtkJpSUWUH+nuHAypPHUKs97xiN87dBVUOt8nFt/7PDM/EQ/KCL3Zi+/BXgn8OHsj/FJ4Kc6U8KVU1Vmu2OqH4NUGxVO3zLErvOTaPXirFat71HVrDtXg9IpZeIl00yJMnlPH/uOlNFq5yfMXaqVU1VPbJVWTlE/hiysQHgqR1KAuClIAlGFttNUiCrRZEJQTZnaG5Fuq/Pi7YcIJOWxM/voPxaTG8+y/omQlMJu6zK34nrqSFcRF/hAKwz9eLMkQZMUGk3yF1LSnCOa8mMFk5K/WRH2lcAJ0miSpoo2G6TT08jRk7hcRHTF1YzsmOBn9t7NoepOviJP4fxEiTSXQ1IlnfmbSjsXoO1hP+OcY5rJ1pdnxgd2PFutRPNvLLUmMpiZWw4gOj73VRoemD9pdGtLdDA6MrtcOjs3/jmozn21504tvJkVY9pbWD+t3Ph029eLp/oXfU+zr/11QVBt/78s993umCB8SLbxQ7x69vnX9QtM6PlPt26jqu/Gp2Y3W4CqvqbTZTArt5qI4jZVvUFVb8qeb5kB8QuleUWdkDsTEG6v4qorCMxSIahDWEtJClA/WGdwcJqhXBWtZd3sOnztWHjKQXJXXoGqXp/V1Q2q+mlVPaeqL1HVq7Of5ztb0jYWdDX02eXcbLAVNJVoCvqPxD5Vd5uuiTPvAWbTeeuuUQbvOMbT9pwirkXsuKeOVtp/yW4mVaVGBbZKK6fMzGnmSAoBcTEgzflWMUmUsOq7KEYVIWj4ZB9J3k80neTcRX8b6gRJfYvb+NWwb/d59uXO8vDDexk4BOXHJnDTDSROu7VbY3fWU2YmMQ5R6LsrOt/tUJKUKEtqFGSNeGkoaBSgUehbzcK56Q80jkknJ0nOnSdopIyUqtxYOMzVxVP05+tEUeJbRlV9UNbBwAxgWLYjF/8jvh0/LpDs56s2s0xm9UTksIjcJyL3isjdnS6PMcZspksZD7x1BsQvoAE0BiE3IdRSf4HpGtJ+vjIVECWoCcUzSnUkYPqqBs976mEevzDKZx9++txE1Nagv3ZLzTfmAgpjCerE34kcGUQAHV+iF6Aq8pxncPY5AwxQ4b6HrqT/exH5o6cg7vyd4wvpGZo0YCu0cgqo+HGaSc5lY8kgaChBXZFGSjidEFUccQlc07fIxAUI6oKLfaIImenxkiX6QH2QFl0zwY2jT5KThOFvB4w+UPHzN+3eAWEBDV1HW80eeOBDTE+fgaw7CPA2urGeWrhSCXbvIO0vILUYN1mBegMt5AiqKflxPyE1QJpzpLH6cWdxgqTp7LQUEuVwfWXIRdQHA7blqvS7JmNxmceObyM4WqB8RHBT9YvmSOsi88YHikj3jg80rW5bmFzCGGN6wUqDMwX+QUQU+POsm86KvvBE5PXA6wGC4aFLL/GKSisEdSGo+XEwCCR5JS77AECd0hhUyseF5EwBjVKSPASTAWl+QZCQ9ckKp4SwllIfFG595sN8+dBT0bFlxj6ZtWtpGXOFPKWHzxLsG+HUzXnC6jClKIClgjPg8KsGyT97jMcf2MO1759EHn68a+Ln4WAHAzLCeHru+jarX7LpBVqM+LFjMxr9jup2R30IcuN+DGbxrD+ruakUcDQGxI/rDH23Rrh4AlcViAcCqiMB77nhr3n38R/k41+8mau/OoacOucnMy7lSfPh/IQiHfCMZ9zB3Xe/h4mJowsHK3ZPPS0gI0NcuH6U6R0B0ZTSd6xMNOG70OXP1cifg7QY0uiPZrP3BX05cNmk1VnSHddXRvfvJh7MM7XHcbB8jj1BwJHaCANfK7Lza+O4qTp6/FTHjnW9tH5XFSgts7UxZrUmGTv7ef3bJ1pe2gZsfAA+vsS6byzz3uXWb47VnKf96/GBbepq5eVZetq5pf32By/hzWv36MbteqlztWhdrTQ4e6GqHs8CsM+JyEMrLVXreIv8vis35dpYFKJJoXxUKZ9scuHqiMmr5n90UkpplgMKZx3VfQnhWEhSSv10wAv3l/hWszQUxq9Vmmlggdk60iSdHXsRjI4gfWXSM1nSpyxIS48cJ5+LSHJ58mMN3Hjl4qpyDm000KxlLI2UqckCT/+jE+jYha4JzLYcJ5AqOKFZEhr90BhOiSpZd0XxiSZ8chBmW5A1wM+DFV4cXEmixAVHbUTYE07y6PltjH5HkCRB+stIf5m4lEMD13aeNLM0zeeojjqmdym5cSGa9v/qg3pKOF5Fak0kKUB/5FtCEyGNAiQXIvV47uZILiIezFMbyRH3wbZoij5XYCLO0380Ru95oJtbzGasaHzgZowN1AUJU4KnHpx70tI6nAzNJfmJ8/N//+sjc1/b7rq57/b8ublkM5LObVM8M/9QSkfmxuN1RyqrttrdEJ5lgfTWpKrbW5+LyN0tQ2XMIjpxnhbWVafLs1Wt9VytaMyZqh7Pfp4GPgbcTBenZ5cESseVocdq1EYCJg+k6MjFoXxjWCkfU6TmSAopWmh/meHqfryZOrjqWcf4+uEDi3zwOh5EL9EUCUMm73g+p191LWduu+LidPlJgoxPMfy9lGZfSDrUt/j+RAiGh9EQNHGkp86gjebGHsPlzknWrVRo9itpX9KSQl+RdG4y6pk5ydRBGvkgrbVLI/gMjY2yUNumRCgXTvczcu8YOEcyWCbeMUBSCH22x+5KBNK9XIArFHDlMlqIfNdRAZdAVEnJXagTTtZ98JWmpLmQ6mhAZaejOhKQ5LMJ2p0ggQMXwGA/4wcKjF0bUNsZMx4Xuafe4MjUMK6xZW53dPX4QNPWC1X1ucDLgTeIyA+0rmzNVhuR70wJjTFmgywbnIlIWUT6Z5aBHwbuZwt84U1ekWfyJyZ59W1fY3h46qL1ac7PodR3OMBtq+PybYIzFfIXBBcrld3CYK5KPL1Ig+OWuVbpMuKQYpHw50+x67WHqfzYhL84nBmHlvrgLR27wNBnHqQ2GlK9ok1wlm0vYYTu300aKZrI3LqF49qWGudm5klDodHvmLiuSbyzASkMP9xk4HCN3LmqD9ASP94sqvgujY3hFA3FB26NrEuxCGkgaCiMXwsvuvV+/uD0S+h/KEIffMxPOh05P2+WWRWXi3DDQ7gd24iHCj4wduCaUDg1jXv8OHLsDDJdQ+KEuBwycZUw8awGE0+BxmCYTfodQD6PK+SpXzHEmRckXPHDT/Ds657gRH2Q9555MU8c20Y01fmxmwvdp1+fydTYmi76ncBLReQQ8NLsuelii9wQNsaYnrCSbo07gY9lWfNC4IOq+hkR+QZdOiBeA5jeJUgqlAsNUhWmpgtttxWFoA6FQpPpqYvvwEkC4TRE00r1aTXO1cpIbelJkM3qBDu309y3jWMPFhnbP0Ep35ybDHcmgHIOTRLS8apPJLFIa4qmSrhnO0ferpS/7Nh+r84PwiwgW71USSNHkhfC8ZBwWsifh+KxMZ9NMXTZxNJKWFfqOaE5oLidNThU8jctZnLmhH5iagTigYSnlM7wF/e8kF0nUlyx4OvViXVlXIsggEIeLeZJ8gEa4M97ik/Yce48ks/j3CBSyJPmHI2hlKHtU4zXB0nyPnELgSDOQRjS7A8Y2XuBn9p9DyeaQ9w7fgXnaiMwEeKaF09n0WnPklv4uk4xoecvaXxgy3iL9R0Ts/D+36EVvOef1/A5d63hPe1t5JigtuMtspvATlUnW24Iv2OxnSwYG3Np5V1qrMz3Vvn6Uv7n6t+ywrEkG1Vf6zKOqY33Lr+JofvOU7eVp5ut6VwtG5yp6mPAs9u8fo4uHRCvTqntSNF8imtE/P2jz6RxrnBxr8PUd69SB0niCKOEmPnf6a4hRFNKZYcjV2xyrlKyFrJ1prUa4ZlJdv1TkerDgzQjQeMT87dpxqApqDJ+laNwXhYfaaBKkjj6T6cUDp8jdc6CsrVSfwMjDYUkJ+TPC+XjysATNeTkOaSQR/v9+BjXTMGBDjrigZSDO84zlhZ9MpCZ+eeckOZ8F0kpxOyIJuh7IE/pVB0pFbOskGJdGU1HzYy36PWxFR06/rY3hBfbuHVsjNXX1jr+hWMJTXvddp66rTzdbK3n6lJS6Xc3UaTuqBzxE0S2u9RzTSGsKkkert1xmvue3HPxblIIq0plj6O/VOfs6YG2k+qatUsnp2ByioFjJxloXTETVDnnx4xlcyjVrqkRn8izc8F+dGZcU5Iwfa7EzpNN0pNdMxRyw0xOHpv64hff8nCnyzHP+2CxNE+zPgK/AsCX+e7MaycW3Xq9rPXO8npmwKqssQxLm8oeAA8An51b9Z2ZhRpwMls+DHxqbpu29fV3/vH6NquWrV9vc7KxzbdRd/nNJljshrAxxvQKmb2g3YwPE5kEuusisrusx4XM/qWy7KyUiJwBNuYi8vLQTXW1pe6WdlI3nKtuKMNm2erHutXLf6m22vFvtfKut14/fmMuF5vdcvaw/eNYXDf9Y1XV7d1Unm5j58aYntDr3Xe22vFvtfKuty1x/CLyMuCPgQD4b6pqSXoyIvI+4JXAaVV9ZvbaCPA3wAF8n4efVtWxDpXP6m4FROQwMIkfaRyv9nrRUqIZY4wxbfT62IqtdvxbrbzrbSscv4gEwHvw0yRcB7xGRK7rbKm6yvuBly147c3AF1T1auAL2fNNZ3W3arep6g0bNs+ZMaardf0XchfphnPVDWXYLL10rMaY5d0MPKKqj6lqA/gQcHuHy9Q1VPXLwPkFL98OfCBb/gDwqs0sUwuru02y2cGZfVEvrdvOT7eVp5t0zbnZCndLu0U3nKtuKMNm6aVjNcasyF7gSMvzo9lrZnE7VfUEQPZzR4fKYXW3cgr8g4jcIyLtcmotaVODM/uiXlq3nZ9uK083sXNjzOVLRF4mIg+LyCMi0pEuRJtJRK4UkS+KyIMi8oCI/Gr2+oiIfE5EDmU/hztd1sX0YJ29T0ROi8j9La9thfpqlzzbcmBvDVZ3K/dCVX0uvgvoG0TkB1bzZuvWaIwxxmR6dFxFDPyGqj4deD7+YuI6umSsy3J6tM7eT5eOTVrGUeDKludXAMc7VJat4pSI7AbIfnZqjiCruxVS1ePZz9PAx/BdQlfMgjNjtrBeu1u8GiJyWETuE5F7ReTu7LWO3Vm+3Ovqcmh9yfTcuApVPaGq38yWJ4EH8d2VumWsy3J6sc66eWzSUr4BXC0iB0UkB9wBfKLDZep2nwB+Llv+OeDjHSqH1d0KiEhZRPpnloEfBu5f+l3zbVpwdrlfmKzEarshiMhvZefrYRH5kU0sZ8/X1ULddqGffX4v3i1erYXZkjpyZ7lH6mpLt7606OlxFSJyAHgO8HW6Z6zLcnq6zlp0fX2pagy8Efgs/ibAh1X1gc6WqnuIyF8DdwHXishREfkF4J3AS0XkEPDS7Pmms7pbsZ3AV0Xk28A/A59S1c+sZgebMs9Zy4XJS/H/NL8hIp9Q1e9uxud3kfcD7wb+suW1mQuXd2aB0JuB38wuau4AngHsAT4vIteoarKRBbS6WtJtqto68XTbutvE8szeLQYQkZm7xVZXi7sduDVb/gBwJ5tTZ5d9XWUXgzMXhpMi0tr6cmu22Wae87Xq2XEVItIHfAR4k6pOiLQ7FV2pZ+tsK1LVTwOf7nQ5upGqvmaRVS/Z1IIswupuedn3/LMvZR+b1XLWc10O2lllN4TbgQ+pal1VHwceYZV9VtfI6mrlOt2FxO4WL61dtqRO3Vnuqbraoq0vM3pyXIWIRPjA7K9U9aPZy90y1mU5PVlnbWyV+jLGLGGzgrOeujBZpcUuXDp1zqyu2uumC/0Zdrd4aZeULWmd9UxdLWx96XR51qDnxlWIbyL7C+BBVf3DllXdMtZlOT1XZ4vYKvVljFnCpnRrpIcuTNZRp86Z1VV7L1TV4yKyA/iciDzU6QJhd4uX1JotSURmsiWdEpHdqnpik+8s90RdLdX60oFzviaqGovIzLiKAHhfD4yreCHwWuA+Ebk3e+0t+LEtH87GvTwJ/FRnire0XqyzbGzSrcA2ETkKvI0tUl/GmKVtVnDWExcma7TYhUunzpnVVRtddqE/Y/ZuMXAMf7f4Zze5DF0py5DksrFPM9mS3sHcneV3srl3li/7ulpB68tmn/M167VxFar6VdrfmIMuGeuynB6ss64em2SMWbvN6tZoXQ4Wt1g3hE8Ad4hIPruguxqf9WWjWV0tsERa1I52IbHMSUtaLFtSR7Je9UhdzbS+/GCW1fReEXkFXZJpzBhjjNkKRHVzeqxlX9J/xFyXg9/ZlA/uIq3dEIBT+G4Ifwd8GNhH1g1BVc9n2/974F/hU1S/SVX/1yaVs+frqpWIXIWfRBB8a/MHVfV3RGSURerOGGOMMcaY1dq04MwYY4wxxhhjzOI2bRJqY4wxxhhjjDGLs+DMGGOMMcYYY7qABWfGGGOMMcYY0wUsODPGGGOMMcaYLmDBmTHGGGOMMcZ0AQvOjDHGGGOMMaYLWHBmjDHGGGOMMV3g/wfbvX7OyOE1ogAAAABJRU5ErkJggg=="
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x144 with 8 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"121.380678pt\" version=\"1.1\" viewBox=\"0 0 871.125 121.380678\" width=\"871.125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:30.679718</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 121.380678 \nL 871.125 121.380678 \nL 871.125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \nL 115.967553 54.417447 \nL 26.925 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p4722a807d9)\">\n    <image height=\"44\" id=\"image6e60e666b1\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"26.925\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m9d61232693\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"27.284043\" xlink:href=\"#m9d61232693\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- 0 -->\n      <g transform=\"translate(24.102793 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.092553\" xlink:href=\"#m9d61232693\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- 100 -->\n      <g transform=\"translate(89.548803 112.100991)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_3\">\n      <defs>\n       <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m1d42771d86\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n      </defs>\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m1d42771d86\" y=\"54.776489\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- 0 -->\n      <g transform=\"translate(13.5625 58.575708)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_4\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"26.925\" xlink:href=\"#m1d42771d86\" y=\"90.680745\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 50 -->\n      <g transform=\"translate(7.2 94.479963)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 26.925 97.502553 \nL 26.925 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 115.967553 97.502553 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 26.925 97.502553 \nL 115.967553 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 26.925 54.417447 \nL 115.967553 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \nL 222.818617 54.417447 \nL 133.776064 54.417447 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p674c8e422a)\">\n    <image height=\"44\" id=\"imagef75b0dc286\" transform=\"scale(1 -1)translate(0 -44)\" width=\"90\" x=\"133.776064\" xlink:href=\"data:image/png;base64,\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\" y=\"-53.502553\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"xtick_3\">\n     <g id=\"line2d_5\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"134.494149\" xlink:href=\"#m9d61232693\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 0 -->\n      <g transform=\"translate(131.312899 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_6\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"206.30266\" xlink:href=\"#m9d61232693\" y=\"97.502553\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 50 -->\n      <g transform=\"translate(199.94016 112.100991)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\">\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#m1d42771d86\" y=\"55.135532\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 0 -->\n      <g transform=\"translate(120.413564 58.934751)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.776064\" xlink:href=\"#m1d42771d86\" y=\"83.858936\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g transform=\"translate(114.051064 87.658155)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 133.776064 97.502553 \nL 133.776064 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 222.818617 97.502553 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 133.776064 97.502553 \nL 222.818617 97.502553 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 133.776064 54.417447 \nL 222.818617 54.417447 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \nL 329.669681 55.183404 \nL 240.627128 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pad56664aa2)\">\n    <image height=\"42\" id=\"image5c3826dcf9\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"240.627128\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"xtick_5\">\n     <g id=\"line2d_9\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.369149\" xlink:href=\"#m9d61232693\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- 0 -->\n      <g transform=\"translate(238.187899 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_10\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"315.571277\" xlink:href=\"#m9d61232693\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 50 -->\n      <g transform=\"translate(309.208777 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\">\n    <g id=\"ytick_5\">\n     <g id=\"line2d_11\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#m1d42771d86\" y=\"55.925426\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 0 -->\n      <g transform=\"translate(227.264628 59.724644)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_12\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.627128\" xlink:href=\"#m1d42771d86\" y=\"85.606277\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 20 -->\n      <g transform=\"translate(220.902128 89.405495)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 240.627128 96.736596 \nL 240.627128 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 329.669681 96.736596 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 240.627128 96.736596 \nL 329.669681 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 240.627128 55.183404 \nL 329.669681 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \nL 436.520745 55.183404 \nL 347.478191 55.183404 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8f9669b00d)\">\n    <image height=\"42\" id=\"imageb08910192a\" transform=\"scale(1 -1)translate(0 -42)\" width=\"90\" x=\"347.478191\" xlink:href=\"data:image/png;base64,\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\" y=\"-54.736596\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"xtick_7\">\n     <g id=\"line2d_13\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"348.962234\" xlink:href=\"#m9d61232693\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 0 -->\n      <g transform=\"translate(345.780984 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_8\">\n     <g id=\"line2d_14\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"408.323936\" xlink:href=\"#m9d61232693\" y=\"96.736596\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(401.961436 111.335033)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\">\n    <g id=\"ytick_7\">\n     <g id=\"line2d_15\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#m1d42771d86\" y=\"56.667447\"/>\n      </g>\n     </g>\n     <g id=\"text_15\">\n      <!-- 0 -->\n      <g transform=\"translate(334.115691 60.466666)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_16\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"347.478191\" xlink:href=\"#m1d42771d86\" y=\"86.348298\"/>\n      </g>\n     </g>\n     <g id=\"text_16\">\n      <!-- 10 -->\n      <g transform=\"translate(327.753191 90.147517)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_18\">\n    <path d=\"M 347.478191 96.736596 \nL 347.478191 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 436.520745 96.736596 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 347.478191 96.736596 \nL 436.520745 96.736596 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 347.478191 55.183404 \nL 436.520745 55.183404 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \nL 543.371809 56.879453 \nL 454.329255 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p803b623a19)\">\n    <image height=\"39\" id=\"image3717094589\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"454.329255\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"xtick_9\">\n     <g id=\"line2d_17\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"455.919301\" xlink:href=\"#m9d61232693\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_17\">\n      <!-- 0 -->\n      <g transform=\"translate(452.738051 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_10\">\n     <g id=\"line2d_18\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"519.521125\" xlink:href=\"#m9d61232693\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_18\">\n      <!-- 20 -->\n      <g transform=\"translate(513.158625 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\">\n    <g id=\"ytick_9\">\n     <g id=\"line2d_19\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#m1d42771d86\" y=\"58.469498\"/>\n      </g>\n     </g>\n     <g id=\"text_19\">\n      <!-- 0 -->\n      <g transform=\"translate(440.966755 62.268717)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_10\">\n     <g id=\"line2d_20\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"454.329255\" xlink:href=\"#m1d42771d86\" y=\"90.27041\"/>\n      </g>\n     </g>\n     <g id=\"text_20\">\n      <!-- 10 -->\n      <g transform=\"translate(434.604255 94.069629)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_23\">\n    <path d=\"M 454.329255 95.040547 \nL 454.329255 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 543.371809 95.040547 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 454.329255 95.040547 \nL 543.371809 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 454.329255 56.879453 \nL 543.371809 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \nL 650.222872 56.879453 \nL 561.180319 56.879453 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pa084244bb2)\">\n    <image height=\"39\" id=\"image58debc030f\" transform=\"scale(1 -1)translate(0 -39)\" width=\"90\" x=\"561.180319\" xlink:href=\"data:image/png;base64,\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\" y=\"-56.040547\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"xtick_11\">\n     <g id=\"line2d_21\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"564.36041\" xlink:href=\"#m9d61232693\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_21\">\n      <!-- 0 -->\n      <g transform=\"translate(561.17916 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_12\">\n     <g id=\"line2d_22\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"627.962234\" xlink:href=\"#m9d61232693\" y=\"95.040547\"/>\n      </g>\n     </g>\n     <g id=\"text_22\">\n      <!-- 10 -->\n      <g transform=\"translate(621.599734 109.638985)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\">\n    <g id=\"ytick_11\">\n     <g id=\"line2d_23\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#m1d42771d86\" y=\"60.059544\"/>\n      </g>\n     </g>\n     <g id=\"text_23\">\n      <!-- 0 -->\n      <g transform=\"translate(547.817819 63.858763)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_12\">\n     <g id=\"line2d_24\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"561.180319\" xlink:href=\"#m1d42771d86\" y=\"91.860456\"/>\n      </g>\n     </g>\n     <g id=\"text_24\">\n      <!-- 5 -->\n      <g transform=\"translate(547.817819 95.659675)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_28\">\n    <path d=\"M 561.180319 95.040547 \nL 561.180319 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 650.222872 95.040547 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 561.180319 95.040547 \nL 650.222872 95.040547 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 561.180319 56.879453 \nL 650.222872 56.879453 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \nL 757.073936 61.119574 \nL 668.031383 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pacf13eedaf)\">\n    <image height=\"30\" id=\"image00506a1363\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"668.031383\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAABBUlEQVR4nO2YOw4BURiF3fEsiHgkKq1OYXoFURBKy1DYhC1obEKpnUSjUugmkZAQGqKYhjFYwf8XJs4UzteenNybL7c4uaZjhu/Yl1i5nJi9PE/tmkRSzPxmXe2mDzcxC9yt2o0KK+oL/AsUDYKiQVA0CIoGQdEgKBpEIkzZpOQt/GzZaveRl48+tvVzM+eKmFUn3NF/DUWDoGgQFA2CokFQNIhQ8y64XMVs36+p3VF3IWbjwk7tDtyemN2XDbVrOWs1/xV80SAoGgRFg6BoEBQNgqJBUDSIUDs6Xi6JWXFj1O7Ul7fw3D6pXX8mf5NmnZXajQq+aBAUDYKiQVA0CIoGQdEgPjzkJOsRTpWkAAAAAElFTkSuQmCC\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"xtick_13\">\n     <g id=\"line2d_25\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"671.741489\" xlink:href=\"#m9d61232693\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_25\">\n      <!-- 0 -->\n      <g transform=\"translate(668.560239 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_14\">\n     <g id=\"line2d_26\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"745.943617\" xlink:href=\"#m9d61232693\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_26\">\n      <!-- 10 -->\n      <g transform=\"translate(739.581117 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\">\n    <g id=\"ytick_13\">\n     <g id=\"line2d_27\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#m1d42771d86\" y=\"64.829681\"/>\n      </g>\n     </g>\n     <g id=\"text_27\">\n      <!-- 0.0 -->\n      <g transform=\"translate(645.128258 68.6289)scale(0.1 -0.1)\">\n       <defs>\n        <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_14\">\n     <g id=\"line2d_28\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"668.031383\" xlink:href=\"#m1d42771d86\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_28\">\n      <!-- 2.5 -->\n      <g transform=\"translate(645.128258 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n       <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_33\">\n    <path d=\"M 668.031383 90.800426 \nL 668.031383 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 757.073936 90.800426 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 668.031383 90.800426 \nL 757.073936 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 668.031383 61.119574 \nL 757.073936 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \nL 863.925 61.119574 \nL 774.882447 61.119574 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pa304dffeb8)\">\n    <image height=\"30\" id=\"image468b986ea4\" transform=\"scale(1 -1)translate(0 -30)\" width=\"90\" x=\"774.882447\" xlink:href=\"data:image/png;base64,\niVBORw0KGgoAAAANSUhEUgAAAFoAAAAeCAYAAACsYQl4AAAAo0lEQVR4nO3YsQnCYBRF4ReN4BJO4QYhjWgjulJ2cCKHsEhI5w4KusMNHAvP119+OLzqb/rm+qnQu9un05rObbzdPtfxdjfc4+0Sq5+8+ocMDTE0xNAQQ0MMDTE0xNAQQ0MMDTE0xNAQQ0MMDcn/KqtqPm7i7Xi5xdvT4xBvX0M8XcSLhhgaYmiIoSGGhhgaYmiIoSGGhhgaYmiIoSGGhhga8gXUNQy/afS9TgAAAABJRU5ErkJggg==\" y=\"-60.800426\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"xtick_15\">\n     <g id=\"line2d_29\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"782.30266\" xlink:href=\"#m9d61232693\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_29\">\n      <!-- 0 -->\n      <g transform=\"translate(779.12141 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_16\">\n     <g id=\"line2d_30\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.504787\" xlink:href=\"#m9d61232693\" y=\"90.800426\"/>\n      </g>\n     </g>\n     <g id=\"text_30\">\n      <!-- 5 -->\n      <g transform=\"translate(853.323537 105.398863)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\">\n    <g id=\"ytick_15\">\n     <g id=\"line2d_31\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#m1d42771d86\" y=\"68.539787\"/>\n      </g>\n     </g>\n     <g id=\"text_31\">\n      <!-- 0 -->\n      <g transform=\"translate(761.519947 72.339006)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_16\">\n     <g id=\"line2d_32\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"774.882447\" xlink:href=\"#m1d42771d86\" y=\"83.380213\"/>\n      </g>\n     </g>\n     <g id=\"text_32\">\n      <!-- 1 -->\n      <g transform=\"translate(761.519947 87.179432)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_38\">\n    <path d=\"M 774.882447 90.800426 \nL 774.882447 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 863.925 90.800426 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 774.882447 90.800426 \nL 863.925 90.800426 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 774.882447 61.119574 \nL 863.925 61.119574 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_33\">\n   <!-- hidden output -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(319.1825 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n     <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-68\"/>\n    <use x=\"63.378906\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"91.162109\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"154.638672\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"218.115234\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"279.638672\" xlink:href=\"#DejaVuSans-6e\"/>\n    <use x=\"343.017578\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"374.804688\" xlink:href=\"#DejaVuSans-6f\"/>\n    <use x=\"435.986328\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"499.365234\" xlink:href=\"#DejaVuSans-74\"/>\n    <use x=\"538.574219\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"602.050781\" xlink:href=\"#DejaVuSans-75\"/>\n    <use x=\"665.429688\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p4722a807d9\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"26.925\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"p674c8e422a\">\n   <rect height=\"43.085106\" width=\"89.042553\" x=\"133.776064\" y=\"54.417447\"/>\n  </clipPath>\n  <clipPath id=\"pad56664aa2\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"240.627128\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p8f9669b00d\">\n   <rect height=\"41.553191\" width=\"89.042553\" x=\"347.478191\" y=\"55.183404\"/>\n  </clipPath>\n  <clipPath id=\"p803b623a19\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"454.329255\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pa084244bb2\">\n   <rect height=\"38.161094\" width=\"89.042553\" x=\"561.180319\" y=\"56.879453\"/>\n  </clipPath>\n  <clipPath id=\"pacf13eedaf\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"668.031383\" y=\"61.119574\"/>\n  </clipPath>\n  <clipPath id=\"pa304dffeb8\">\n   <rect height=\"29.680851\" width=\"89.042553\" x=\"774.882447\" y=\"61.119574\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.suptitle('examples predict', color='w', fontsize=32)\n",
    "for i in range(10):\n",
    "    plt.subplot(2,5,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    x, y = test_dataloader.dataset[int(i*(len(test_dataloader.dataset)/10))]\n",
    "    plt.imshow(x[0])\n",
    "    x = x.unsqueeze(0).cuda().float()\n",
    "    predict = torch.nn.functional.softmax(model(x), dim = 1).argmax().item()\n",
    "\n",
    "    label_str = f'Predict:{predict} GT: {y}'\n",
    "    plt.xlabel(label_str, color='w', fontsize=16)\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 1080x432 with 10 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"365.195313pt\" version=\"1.1\" viewBox=\"0 0 854.9 365.195313\" width=\"854.9pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-08-26T10:54:36.501079</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.4.2, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 365.195313 \nL 854.9 365.195313 \nL 854.9 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 10.7 160.604859 \nL 155.010345 160.604859 \nL 155.010345 88.449687 \nL 10.7 88.449687 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8d4bd296a5)\">\n    <image height=\"73\" id=\"image60b0cc2b34\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"10.7\" xlink:href=\"data:image/png;base64,\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\" y=\"-87.604859\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"text_1\">\n     <!-- Predict:0 GT: 0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(24.733922 176.762359)scale(0.16 -0.16)\">\n      <defs>\n       <path d=\"M 1259 4147 \nL 1259 2394 \nL 2053 2394 \nQ 2494 2394 2734 2622 \nQ 2975 2850 2975 3272 \nQ 2975 3691 2734 3919 \nQ 2494 4147 2053 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2053 4666 \nQ 2838 4666 3239 4311 \nQ 3641 3956 3641 3272 \nQ 3641 2581 3239 2228 \nQ 2838 1875 2053 1875 \nL 1259 1875 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-50\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 750 794 \nL 1409 794 \nL 1409 0 \nL 750 0 \nL 750 794 \nz\nM 750 3309 \nL 1409 3309 \nL 1409 2516 \nL 750 2516 \nL 750 3309 \nz\n\" id=\"DejaVuSans-3a\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n       <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n       <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-30\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-30\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\"/>\n   <g id=\"patch_3\">\n    <path d=\"M 10.7 160.604859 \nL 10.7 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 155.010345 160.604859 \nL 155.010345 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 10.7 160.604859 \nL 155.010345 160.604859 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 10.7 88.449687 \nL 155.010345 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_2\">\n   <g id=\"patch_7\">\n    <path d=\"M 183.872414 160.604859 \nL 328.182759 160.604859 \nL 328.182759 88.449687 \nL 183.872414 88.449687 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p6aa4daaf6a)\">\n    <image height=\"73\" id=\"imagecd7cde9a2b\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"183.872414\" xlink:href=\"data:image/png;base64,\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\" y=\"-87.604859\"/>\n   </g>\n   <g id=\"matplotlib.axis_3\">\n    <g id=\"text_2\">\n     <!-- Predict:0 GT: 0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(197.906336 176.762359)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-30\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-30\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_4\"/>\n   <g id=\"patch_8\">\n    <path d=\"M 183.872414 160.604859 \nL 183.872414 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 328.182759 160.604859 \nL 328.182759 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 183.872414 160.604859 \nL 328.182759 160.604859 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 183.872414 88.449687 \nL 328.182759 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_3\">\n   <g id=\"patch_12\">\n    <path d=\"M 357.044828 160.604859 \nL 501.355172 160.604859 \nL 501.355172 88.449687 \nL 357.044828 88.449687 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pbd32d2b16c)\">\n    <image height=\"73\" id=\"imaged616ad4644\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"357.044828\" xlink:href=\"data:image/png;base64,\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\" y=\"-87.604859\"/>\n   </g>\n   <g id=\"matplotlib.axis_5\">\n    <g id=\"text_3\">\n     <!-- Predict:0 GT: 0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(371.07875 176.762359)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-30\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-30\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_6\"/>\n   <g id=\"patch_13\">\n    <path d=\"M 357.044828 160.604859 \nL 357.044828 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 501.355172 160.604859 \nL 501.355172 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_15\">\n    <path d=\"M 357.044828 160.604859 \nL 501.355172 160.604859 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_16\">\n    <path d=\"M 357.044828 88.449687 \nL 501.355172 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_4\">\n   <g id=\"patch_17\">\n    <path d=\"M 530.217241 160.604859 \nL 674.527586 160.604859 \nL 674.527586 88.449687 \nL 530.217241 88.449687 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p85c1bb55b9)\">\n    <image height=\"73\" id=\"imagec9cd426aaa\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"530.217241\" xlink:href=\"data:image/png;base64,\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\" y=\"-87.604859\"/>\n   </g>\n   <g id=\"matplotlib.axis_7\">\n    <g id=\"text_4\">\n     <!-- Predict:0 GT: 0 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(544.251164 176.762359)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-30\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-30\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_8\"/>\n   <g id=\"patch_18\">\n    <path d=\"M 530.217241 160.604859 \nL 530.217241 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_19\">\n    <path d=\"M 674.527586 160.604859 \nL 674.527586 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_20\">\n    <path d=\"M 530.217241 160.604859 \nL 674.527586 160.604859 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_21\">\n    <path d=\"M 530.217241 88.449687 \nL 674.527586 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_5\">\n   <g id=\"patch_22\">\n    <path d=\"M 703.389655 160.604859 \nL 847.7 160.604859 \nL 847.7 88.449687 \nL 703.389655 88.449687 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p4a09ef4baa)\">\n    <image height=\"73\" id=\"image127aee14a4\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"703.389655\" xlink:href=\"data:image/png;base64,\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\" y=\"-87.604859\"/>\n   </g>\n   <g id=\"matplotlib.axis_9\">\n    <g id=\"text_5\">\n     <!-- Predict:1 GT: 1 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(717.423578 176.762359)scale(0.16 -0.16)\">\n      <defs>\n       <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-31\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-31\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_10\"/>\n   <g id=\"patch_23\">\n    <path d=\"M 703.389655 160.604859 \nL 703.389655 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_24\">\n    <path d=\"M 847.7 160.604859 \nL 847.7 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_25\">\n    <path d=\"M 703.389655 160.604859 \nL 847.7 160.604859 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_26\">\n    <path d=\"M 703.389655 88.449687 \nL 847.7 88.449687 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_6\">\n   <g id=\"patch_27\">\n    <path d=\"M 10.7 338.510313 \nL 155.010345 338.510313 \nL 155.010345 266.355141 \nL 10.7 266.355141 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p15a2879753)\">\n    <image height=\"73\" id=\"image2af90f7523\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"10.7\" xlink:href=\"data:image/png;base64,\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\" y=\"-265.510313\"/>\n   </g>\n   <g id=\"matplotlib.axis_11\">\n    <g id=\"text_6\">\n     <!-- Predict:1 GT: 1 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(24.733922 354.667813)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-31\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-31\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_12\"/>\n   <g id=\"patch_28\">\n    <path d=\"M 10.7 338.510313 \nL 10.7 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_29\">\n    <path d=\"M 155.010345 338.510313 \nL 155.010345 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_30\">\n    <path d=\"M 10.7 338.510313 \nL 155.010345 338.510313 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_31\">\n    <path d=\"M 10.7 266.355141 \nL 155.010345 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_7\">\n   <g id=\"patch_32\">\n    <path d=\"M 183.872414 338.510313 \nL 328.182759 338.510313 \nL 328.182759 266.355141 \nL 183.872414 266.355141 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pcf089f06c2)\">\n    <image height=\"73\" id=\"image790431183b\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"183.872414\" xlink:href=\"data:image/png;base64,\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\" y=\"-265.510313\"/>\n   </g>\n   <g id=\"matplotlib.axis_13\">\n    <g id=\"text_7\">\n     <!-- Predict:1 GT: 1 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(197.906336 354.667813)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-31\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-31\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_14\"/>\n   <g id=\"patch_33\">\n    <path d=\"M 183.872414 338.510313 \nL 183.872414 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_34\">\n    <path d=\"M 328.182759 338.510313 \nL 328.182759 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_35\">\n    <path d=\"M 183.872414 338.510313 \nL 328.182759 338.510313 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_36\">\n    <path d=\"M 183.872414 266.355141 \nL 328.182759 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_8\">\n   <g id=\"patch_37\">\n    <path d=\"M 357.044828 338.510313 \nL 501.355172 338.510313 \nL 501.355172 266.355141 \nL 357.044828 266.355141 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#pf9aac6847c)\">\n    <image height=\"73\" id=\"image4a039e8696\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"357.044828\" xlink:href=\"data:image/png;base64,\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\" y=\"-265.510313\"/>\n   </g>\n   <g id=\"matplotlib.axis_15\">\n    <g id=\"text_8\">\n     <!-- Predict:2 GT: 2 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(371.07875 354.667813)scale(0.16 -0.16)\">\n      <defs>\n       <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n      </defs>\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-32\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_16\"/>\n   <g id=\"patch_38\">\n    <path d=\"M 357.044828 338.510313 \nL 357.044828 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_39\">\n    <path d=\"M 501.355172 338.510313 \nL 501.355172 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_40\">\n    <path d=\"M 357.044828 338.510313 \nL 501.355172 338.510313 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_41\">\n    <path d=\"M 357.044828 266.355141 \nL 501.355172 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_9\">\n   <g id=\"patch_42\">\n    <path d=\"M 530.217241 338.510313 \nL 674.527586 338.510313 \nL 674.527586 266.355141 \nL 530.217241 266.355141 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p5ee257a23d)\">\n    <image height=\"73\" id=\"image76f8d6df01\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"530.217241\" xlink:href=\"data:image/png;base64,\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\" y=\"-265.510313\"/>\n   </g>\n   <g id=\"matplotlib.axis_17\">\n    <g id=\"text_9\">\n     <!-- Predict:2 GT: 2 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(544.251164 354.667813)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-32\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_18\"/>\n   <g id=\"patch_43\">\n    <path d=\"M 530.217241 338.510313 \nL 530.217241 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_44\">\n    <path d=\"M 674.527586 338.510313 \nL 674.527586 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_45\">\n    <path d=\"M 530.217241 338.510313 \nL 674.527586 338.510313 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_46\">\n    <path d=\"M 530.217241 266.355141 \nL 674.527586 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"axes_10\">\n   <g id=\"patch_47\">\n    <path d=\"M 703.389655 338.510313 \nL 847.7 338.510313 \nL 847.7 266.355141 \nL 703.389655 266.355141 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g clip-path=\"url(#p8c117f7f4f)\">\n    <image height=\"73\" id=\"image1559e1a6a2\" transform=\"scale(1 -1)translate(0 -73)\" width=\"145\" x=\"703.389655\" xlink:href=\"data:image/png;base64,\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\" y=\"-265.510313\"/>\n   </g>\n   <g id=\"matplotlib.axis_19\">\n    <g id=\"text_10\">\n     <!-- Predict:2 GT: 2 -->\n     <g style=\"fill:#ffffff;\" transform=\"translate(717.423578 354.667813)scale(0.16 -0.16)\">\n      <use xlink:href=\"#DejaVuSans-50\"/>\n      <use x=\"58.552734\" xlink:href=\"#DejaVuSans-72\"/>\n      <use x=\"97.416016\" xlink:href=\"#DejaVuSans-65\"/>\n      <use x=\"158.939453\" xlink:href=\"#DejaVuSans-64\"/>\n      <use x=\"222.416016\" xlink:href=\"#DejaVuSans-69\"/>\n      <use x=\"250.199219\" xlink:href=\"#DejaVuSans-63\"/>\n      <use x=\"305.179688\" xlink:href=\"#DejaVuSans-74\"/>\n      <use x=\"344.388672\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"378.080078\" xlink:href=\"#DejaVuSans-32\"/>\n      <use x=\"441.703125\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"473.490234\" xlink:href=\"#DejaVuSans-47\"/>\n      <use x=\"547.355469\" xlink:href=\"#DejaVuSans-54\"/>\n      <use x=\"597.439453\" xlink:href=\"#DejaVuSans-3a\"/>\n      <use x=\"631.130859\" xlink:href=\"#DejaVuSans-20\"/>\n      <use x=\"662.917969\" xlink:href=\"#DejaVuSans-32\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_20\"/>\n   <g id=\"patch_48\">\n    <path d=\"M 703.389655 338.510313 \nL 703.389655 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_49\">\n    <path d=\"M 847.7 338.510313 \nL 847.7 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_50\">\n    <path d=\"M 703.389655 338.510313 \nL 847.7 338.510313 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n   <g id=\"patch_51\">\n    <path d=\"M 703.389655 266.355141 \nL 847.7 266.355141 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n   </g>\n  </g>\n  <g id=\"text_11\">\n   <!-- examples predict -->\n   <g style=\"fill:#ffffff;\" transform=\"translate(277.515 31.515)scale(0.32 -0.32)\">\n    <defs>\n     <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n     <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n    </defs>\n    <use xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"59.773438\" xlink:href=\"#DejaVuSans-78\"/>\n    <use x=\"118.953125\" xlink:href=\"#DejaVuSans-61\"/>\n    <use x=\"180.232422\" xlink:href=\"#DejaVuSans-6d\"/>\n    <use x=\"277.644531\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"341.121094\" xlink:href=\"#DejaVuSans-6c\"/>\n    <use x=\"368.904297\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"430.427734\" xlink:href=\"#DejaVuSans-73\"/>\n    <use x=\"482.527344\" xlink:href=\"#DejaVuSans-20\"/>\n    <use x=\"514.314453\" xlink:href=\"#DejaVuSans-70\"/>\n    <use x=\"577.791016\" xlink:href=\"#DejaVuSans-72\"/>\n    <use x=\"616.654297\" xlink:href=\"#DejaVuSans-65\"/>\n    <use x=\"678.177734\" xlink:href=\"#DejaVuSans-64\"/>\n    <use x=\"741.654297\" xlink:href=\"#DejaVuSans-69\"/>\n    <use x=\"769.4375\" xlink:href=\"#DejaVuSans-63\"/>\n    <use x=\"824.417969\" xlink:href=\"#DejaVuSans-74\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p8d4bd296a5\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"10.7\" y=\"88.449687\"/>\n  </clipPath>\n  <clipPath id=\"p6aa4daaf6a\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"183.872414\" y=\"88.449687\"/>\n  </clipPath>\n  <clipPath id=\"pbd32d2b16c\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"357.044828\" y=\"88.449687\"/>\n  </clipPath>\n  <clipPath id=\"p85c1bb55b9\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"530.217241\" y=\"88.449687\"/>\n  </clipPath>\n  <clipPath id=\"p4a09ef4baa\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"703.389655\" y=\"88.449687\"/>\n  </clipPath>\n  <clipPath id=\"p15a2879753\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"10.7\" y=\"266.355141\"/>\n  </clipPath>\n  <clipPath id=\"pcf089f06c2\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"183.872414\" y=\"266.355141\"/>\n  </clipPath>\n  <clipPath id=\"pf9aac6847c\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"357.044828\" y=\"266.355141\"/>\n  </clipPath>\n  <clipPath id=\"p5ee257a23d\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"530.217241\" y=\"266.355141\"/>\n  </clipPath>\n  <clipPath id=\"p8c117f7f4f\">\n   <rect height=\"72.155172\" width=\"144.310345\" x=\"703.389655\" y=\"266.355141\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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"
     },
     "metadata": {}
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.9.6",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.6 64-bit ('ys': conda)"
  },
  "interpreter": {
   "hash": "d015276d552ef9c4c4403205f34125a6e79e389b6695ae5dca85ba2d9ee62411"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}